diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 7fa2e8b8c415e61ae9de13995863e6b2f0591e8f..8f311fbbb473bde3eeb12fc426402800529c9ac2 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": "20260619T000023Z", - "generated_at": "2026-06-19T00:10:55Z", + "snapshot_id": "20260619T060024Z", + "generated_at": "2026-06-19T06:10:37Z", "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": 0.55, + "confidence": 0.8, "canonical_issue_number": 46305, "canonical_pr_number": 46546, "issue_numbers": [ @@ -1570,7 +1570,9 @@ 46546 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -1737,76 +1739,6 @@ } ] }, - { - "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.", @@ -1878,6 +1810,53 @@ } ] }, + { + "cluster_id": "cluster-46554-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46716, + "issue_numbers": [], + "pr_numbers": [ + 46554, + 46716 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46554, + "right_pr_number": 46716, + "code_similarity": 0.408, + "size_similarity": 0.429, + "file_overlap": 1.0, + "area_overlap": 0.062, + "patch_similarity": 0.0, + "shared_filenames": [ + ".github/workflows/pr-ci-security-gate.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/pr-ci-security-gate.yml", + "left_ranges": [ + [ + 16, + 45 + ] + ], + "right_ranges": [ + [ + 14, + 17 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2261,17 +2240,16 @@ 46310 ], "target_issue_number": 46305, - "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46504-3", + "cluster_id": "cluster-46554-2", "canonical_pr_number": 46716, "duplicate_pr_numbers": [ - 46504, - 46563 + 46554 ], "target_issue_number": null, - "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46554-2 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 f6c0c50547ca1eda62f2c19707efa7c9399e69be..ddd06c948c557d9a315d80cca59d6e8fc0a900b8 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": "20260619T000023Z", - "generated_at": "2026-06-19T00:10:55Z", + "snapshot_id": "20260619T060024Z", + "generated_at": "2026-06-19T06:10:37Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 1, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:24643", "issue:30277", @@ -116,8 +116,8 @@ "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:44918|issue:45161", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -130,382 +130,412 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "fee65d43fa29b54c14dd702fc7c808f3270a05817c4dbbc13bd1913de7da4c70", + "prepared_review_unit_hash": "79408c6e736399fe941148fcd9669c0abe8a9e2358b312e18cfd1c09d49d1cb2", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45736, - "estimated_input_tokens": 11434, - "estimated_eval_tokens": 23124 + "serialized_chars": 45726, + "estimated_input_tokens": 11432, + "estimated_eval_tokens": 23120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated transformer 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.", + "summary": "This cluster is mostly heterogeneous; only a few tight duplicates are present around DeepSpeed ZeRO-3 index errors, torch 2.4.1 incompatibility, and Qwen3.5 rotary-embedding/offload behavior. Most other pairs are same subsystem or same model family but different concrete bugs.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44805 is the broadest, most central runtime tensor-shape failure in the set, and it sits closest to several nearby index/mask/device-error reports.", "canonical_pr_reason": null, - "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_issue_reason": "issue:44805 is the best single representative for the cluster because its title/body family is the most generic among the runtime failures and it connects to the widest set of soft-similarity neighbors.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3_5 config attribute access vs chat/completions streaming inference." + "reason": "Same model family, but one is a missing config attribute and the other is a streaming chat/completions failure; different code paths." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and backend errors; not the same bug." + "reason": "Different hardware/runtime bugs: AMD GPU failure versus an MPS histogram op issue in MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 dtype mismatch and GPT-OSS AMD GPU failure are unrelated." + "reason": "Both are model/runtime failures, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a GPT-OSS AMD GPU issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU support." + "reason": "Both mention execution/runtime problems, but the concrete bug is different: autocast dtype mismatch versus AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; not a duplicate." + "reason": "Different model/example failures; no evidence they share the same underlying bug or fix." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are different problems." + "reason": "Different model-specific failures; one is AMD GPU compatibility, the other is an invalid-method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch vs ONNX export error are unrelated." + "reason": "Unrelated failures: DeepSpeed collective mismatch versus ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different code paths." + "reason": "Different model and error surface; ONNX export failure is not the same as FineGrainedFP8Config execution failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export problem and auto device-map cuda assert are unrelated." + "reason": "Both are runtime errors, but the concrete failures differ: export error versus device-mapped cudaErrorAssert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are different issues." + "reason": "A task crash and outdated RAG examples are both docs/product issues, but they are different changes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they target different removed features and are not the same change." + "reason": "Both are docs cleanup for v5 removals, but they refer to different removed content and should not be merged as the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-to-ONNX issue is unrelated to the GenerationMixin import break." + "reason": "Different regressions: ONNX export versus an import error for GenerationMixin." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL and training resume with trust_remote_code are different failures." + "reason": "Different training workflows and failures; unpacking embeddings in SFT is not the same as resuming from a local model with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different bugs." + "reason": "Both are placement/shape-style forward failures, but one is a mask/tensor shape mismatch and the other is a Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Deepspeed ZeRO-3 Bert index error is unrelated to the mask/indexing shape mismatch." + "reason": "Both are IndexError/shape-related, but the concrete bug locations and failure modes differ (zero-sized index during ZeRO-3 init versus mask shape mismatch)." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert index error and resume-training trust_remote_code are unrelated." + "reason": "Different training/loading problems with no clear shared code-path." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failures: ZeRO-3 Bert index error vs mask shape mismatch." + "reason": "Both involve index/shape errors, but they are not the same concrete bug or model path." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Different multimodal input bug: mask/tensor mismatch versus video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and different runtime failures." + "reason": "Different subsystems: generic tensor-shape error versus GPT-OSS tensor-parallel failure." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training-resume issue and Nemotron example break are unrelated." + "reason": "Resume-training with local remote-code models is unrelated to an official example being broken." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to model-train resume behavior." + "reason": "Different model/runtime issues with no shared concrete failure." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failures and different code paths." + "reason": "ZeRO-3 index error and resume-training failure are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Different model families and errors: BarkProcessor preset handling versus ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve deepspeed, but one is a collective mismatch and the other is a zero-sized Bert tensor index error." + "reason": "Both touch DeepSpeed, but one is a collective mismatch and the other is a zero-sized index error; different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying deepspeed ZeRO-3/Bert index-0-out-of-bounds failure, just reported with slightly different Bert variants." + "reason": "Same underlying DeepSpeed ZeRO-3 index-out-of-bounds failure during Bert model initialization/loading." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + "reason": "Different bugs in different GPT-OSS paths; one is Liger kernel cross-entropy invocation, the other is tensor-parallel support." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization bug and LoRA merge/save mismatch are different issues." + "reason": "Different model behaviors: detokenization bug versus LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime and LoRA merge/save inconsistency are unrelated." + "reason": "Different model/runtime issues; NVFP4 execution error is not the same as LoRA weight merge inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class error are unrelated." + "reason": "Processor failure and remote-code config_class import failure are different code paths." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Weight-2D training error and Jamba ZeRO-3 collective mismatch are different bugs." + "reason": "Both are DeepSpeed-related, but the concrete failures are different and not mergeable as one fix." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing FSDP mismatch and mask shape mismatch are unrelated." + "reason": "Activation-checkpointing recomputation mismatch is a different bug from the mask/tensor shape mismatch in 44805." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same component name, but the symptoms differ: CPU offload incompatibility vs uninitialized memory after materialization." + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug family around inv_freq/device materialization and offload support." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Deepspeed Bert index error and GPT-OSS TP failure are unrelated." + "reason": "Zero-3 Bert index error and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and custom compute_loss signature break are unrelated." + "reason": "FSDP/activation-checkpointing tensor recomputation mismatch versus custom trainer signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to GPT-OSS MoE TP failure." + "reason": "Different model and failure mode; no shared underlying bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Different model-specific runtime bugs: dtype mismatch versus invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime and GPT-OSS AMD GPU failure are unrelated." + "reason": "Different model/runtime failures; NVFP4 execution error is not the same as GPT-OSS AMD GPU support." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different problems." + "reason": "Both are Gemma/Qwen multimodal issues, but one is reverse-embedding cost and the other is video feature/token mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing and mistral regex patch crash are unrelated." + "reason": "Different model families and failures: Gemma3 vLLM attribute error versus Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and reverse embedding lookup are different bugs." + "reason": "Different Gemma4 bugs: device mismatch in forward versus expensive reverse embedding lookup." }, { "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." + "reason": "Same torch 2.4.1 incompatibility report, just phrased with slightly different specificity." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch incompatibility and Qwen-3-8B NVFP4 runtime are not the same issue." + "reason": "General torch-version incompatibility and a Qwen NVFP4 runtime error are different issues." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Different failures in different stacks: FSDP checkpointing mismatch versus Qwen3 device-mapping cudaErrorAssert." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS TP failure." + "reason": "Different model/runtime bugs; autocast dtype mismatch is not tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are inference-time errors, but they are different concrete bugs with different fixes." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and code paths: torch dynamo tracing grouped_mm error versus image preprocessor dtype mismatch." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 dtype mismatch and Nemotron example break are different bugs." + "reason": "Different model/example failures; no shared underlying bug." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram int error are unrelated." + "reason": "Different failures and platforms: Mistral-3 dtype mismatch versus MoE MPS histogram op limitation." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime and TRL SFT embedding unpack failure are unrelated." + "reason": "Different Qwen-related failures with different trigger points and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete bugs despite both involving model inference errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different model/platform bugs; invalid method call is not the same as the MPS histogram error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/runtime failures in different models and subsystems." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3.5 embedding unpacking issue are different." + "reason": "Different bugs: Liger kernel cross-entropy call versus Qwen3.5 SFT embedding unpacking." }, { "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." + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds initialization/loading failure, just on a different model." }, { "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." + "reason": "Both are docs issues caused by v5 removals, but they document different removals and are separate changes." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Phi autocast dtype mismatch and MPS histogram int error are unrelated." + "reason": "Different bugs; autocast dtype mismatch is not the same as the MPS int histogram limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and MPS histogram int error are unrelated." + "reason": "Different model/runtime problems with no shared fix." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy call and Phi autocast dtype mismatch are different issues." + "reason": "Both involve runtime behavior, but one is a kernel-selection issue and the other is a dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Deepspeed collective mismatch and custom compute_loss signature change are unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." + "reason": "Different bugs in different layers: checkpointing/FSDP mismatch versus import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + "reason": "Model runtime failure versus outdated RAG examples; not the same issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy usage and mask shape mismatch are different bugs." + "reason": "Different bugs: Liger kernel behavior versus generic mask/tensor shape mismatch." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are supported by the titles/families in the data (DeepSpeed ZeRO-3 index errors, torch 2.4.1 incompatibility, and Qwen3.5 rotary-embedding/offload issues), and the rejected pairs do not overclaim shared fixes. The canonical issue choice is defensible given the broad mask/shape similarity links." }, "evaluator_used": true, "retried": false, @@ -518,13 +548,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 2, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:36010", "issue:39290", @@ -585,8 +615,8 @@ "issue:44589|issue:46304", "issue:45237|issue:45901", "issue:43039|issue:44560", - "issue:43975|issue:46015", "issue:45823|issue:46294", + "issue:43975|issue:46015", "issue:44841|issue:45823", "issue:44863|issue:46015", "issue:45020|issue:46304", @@ -600,8 +630,8 @@ "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43975|issue:45901", - "issue:43792|issue:45070", "issue:43596|issue:45800", + "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", @@ -618,268 +648,268 @@ "issue:43296|issue:43366", "issue:44387|issue:45005" ], - "prepared_review_unit_hash": "c3b7bc381b9d6eea9a44b3b2ffc8625c4fe24e727449f7b04e3444aa9a1714fb", + "prepared_review_unit_hash": "1c412572b2423e3934a11c0a6b7cd978a4c910865d5c873f0ad96b6ef0ee7b58", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39793, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated 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.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports; the only clear duplicate-like pair is the v5 AutoTokenizer wrong-token-ID regression across model families.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report: it describes the v5 AutoTokenizer regression affecting multiple model families, subsuming the narrower Granite-only report.", "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_issue_reason": "issue:45920 is the best issue to anchor the cluster because it captures the shared tokenizer regression theme most generally and is still open/current.", "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)." + "reason": "Different models and failure modes: corrupted checkpoint vs missing/unsafely loaded 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." + "reason": "Unrelated root causes: torch/Transformers version incompatibility vs USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failure surfaces: vLLM model load error versus a PyTorch distributed build regression." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to distributed-pytorch support 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." + "reason": "Both are zero3 IndexErrors, but the models and loading paths differ too much to call the same bug." }, { "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." + "reason": "Gemma3 config attribute error and Qwen3 auto-device-map CUDA assert are different issues." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern unrelated pages and different outdated references." + "reason": "Both are docs problems, but they refer to different commands/behaviors and are not the same change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated runtime/storage type error versus distributed build support regression." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility break." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and failures: AMD GPU model support versus table-question-answering crash." + "reason": "Different subsystems and symptoms; no shared bug path." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated code paths." + "reason": "Liger Kernel cross-entropy call and Qwen3-vl StopIteration are unrelated." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "A detokenization bug and outdated RAG docs are not the same underlying issue." + "reason": "Device-mapping forward mismatch vs video chat-template token/feature mismatch are different bugs." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Different model families and different failures: device mismatch in Gemma4 versus video-token/template mismatch in Qwen3.5." + "reason": "Detokenization regression and outdated RAG docs are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are distinct bugs." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "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." + "reason": "Remote-code model breakage is broader but not the same as the USE_DISTRIBUTED=0 specific incompatibility." }, { "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." + "reason": "Same underlying v5 AutoTokenizer regression: wrong token IDs across model families; 45812 is a narrower instance of the broader 45920 report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are checkpoint-loading problems, but the affected models and symptoms differ." + "reason": "Two different model-loading problems with different likely causes; both are generic checkpoint issues only at a high level." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes Int8Params kwarg mismatch is unrelated to distributed-build support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model runtime error versus documentation cleanup; no shared bug." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to docs/examples." }, { "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." + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE sliding_window behavior 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." + "reason": "Similar zero3 IndexError symptom, but different models and context; too generic to merge." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure and table-question-answering crash are unrelated." + "reason": "Whisper loading 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." + "reason": "GLM-4.7-Flash test loading failure is not the same as Ovis2 checkpoint corruption." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are different issues." + "reason": "Torch-version incompatibility and pydantic-field regression are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash are unrelated." + "reason": "Detokenization regression and table-question-answering crash are different bugs." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Whisper runtime failure and pydantic config regression do not share a code path." + "reason": "Zero3/BertModel IndexError and torch/Transformers version incompatibility are different problems." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Both are version/runtime problems, but one is deepspeed zero3 index errors and the other is torch/transformers incompatibility." + "reason": "Whisper loading and PretrainedConfig pydantic breakage are unrelated." }, { "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." + "reason": "Both involve Qwen3.5 and chat, but the concrete failures and code paths differ." }, { "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." + "reason": "Streaming chat API failure and MPS histogram int error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3TextConfig sliding-window attr error are unrelated." }, { "left": "issue:43541", - "right": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different execution-path bugs." + "reason": "Torch Dynamo grouped_mm failure and MPS histogram int error are different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and compile error on non-template nodes are unrelated." + "reason": "Processor loading failure and compile-non-template-nodes error do not share the same code path." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying regression and corrupted checkpoint are different problems." + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are unrelated." }, { "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." + "reason": "Both are IndexErrors, but the model families and circumstances differ enough that they are not the same underlying bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class lookup are unrelated." + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are separate changes." + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device-mapping mismatch do not share the same failure mechanism." + "reason": "Torch version incompatibility and Gemma4 device mismatch are different issues." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different topics." + "reason": "PaddleOCR-VL/vLLM loading and GGUF gpt-oss support are different feature requests/issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression and tied-weights regression are unrelated." + "reason": "Int4 OOM regression and tied-weights translation-model issue 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." + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:45812 / issue:45920) is well-supported as the same v5 AutoTokenizer wrong-token-ID regression across model families. The remaining soft-edge rejections are conservative and appropriately avoid overclaiming duplicates from only superficial symptom overlap. No pull-request mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -892,13 +922,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 3, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:39186", "issue:40990", @@ -981,227 +1011,230 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "f4a7241b915b25749e652cdaf3bb2d440d505ab0bd4ef670afb9cfcd5ca38215", + "prepared_review_unit_hash": "104cabdcaa62766739393354ad5b3a6097a29a4d03d82db4acbca5a64556137b", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36253, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "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.", + "summary": "Mostly a heterogeneous issue cluster with one clear duplicate-style pair: the broad input_ids/inputs_embeds validation defect and its T5-family error-report variant. The remote-code/custom-module pair is too speculative to merge as a duplicate without stronger evidence of one shared code path.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45183 is the best canonical issue because it captures a reusable, cross-model validation bug rather than a model-specific symptom, and 46463 reads like a narrower T5-family manifestation of that same input validation problem.", "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_issue_reason": "Issue 45183 is the strongest representative issue in the set: it describes a general validation defect with broader applicability than the more specific downstream error reports.", "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." + "reason": "Both are IndexError failures, but the titles point to different paths: generic mask-shape mismatch vs TRL SFT unpacking for Qwen3.5 embeddings." }, { "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." + "reason": "Different model families and different failure modes: grouped_mm tracing in Mixtral versus TP 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." + "reason": "Both mention dtype issues, but one is autocast on Phi-tiny-MoE and the other is a streaming chat/completions regression on Qwen3.5-0.8B." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss and Qwen3.5 streaming inference are unrelated." + "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are separate loader/runtime issues, not one shared bug." }, { "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." + "reason": "Different bug classes entirely: init_empty_weights/_is_hf_initialized handling versus a pydantic PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic field validation are different bugs." + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to the pydantic/PretrainedConfig regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage lookup are unrelated runtime errors." + "reason": "Both are runtime errors, but they affect different code paths: grouped_mm tracing versus missing Float8 storage resolution." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image preprocessor dtype mismatch is not the same as a video feature/token count mismatch." + "reason": "Both involve multimodal dtype/feature mismatches, but the affected models and concrete failures differ too much to treat as the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are different issues." + "reason": "Remote-code breakage and a torch/transformers version incompatibility are broad but distinct problems, not the same underlying defect." }, { "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." + "reason": "Both are index errors, but one is a mask/tensor length mismatch and the other is a zero-size tensor access during deepspeed zero3 init." }, { "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." + "reason": "Both concern Qwen video input regressions, but one is a v5.3.0 regression across several models while the other is a chat-template token/feature mismatch for Qwen3.5-9B." }, { "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." + "reason": "These are separate SigLIP2 complaints; one reports worse embeddings, the other nonsensical outputs with AutoModel/pipeline." }, { "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." + "reason": "One is about unwrapping text_config in composite multimodal configs, the other about uninitialized memory in Qwen3.5 MoE rotary embeddings." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 installation/fallback behavior and remote-code config_class lookup are unrelated." + "reason": "Flash Attention 2 integration and remote-code config_class lookup are unrelated loader/runtime issues." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 dtype/preprocessor mismatch is different from Qwen3.5 embedding unpacking in TRL." + "reason": "Different multimodal/training failure modes on different models; no shared code-path bug is evident." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking are different code-path failures." + "reason": "FSDP weight shape errors and TRL embedding unpacking failures are different problems." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "These are separate model-specific issues with no shared failure mode." + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same underlying bug." }, { "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." + "reason": "Too broad and speculative: both mention remote-code/custom-module loading, but the packet does not show a concrete shared bugfix or clearly mergeable code path." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + "reason": "Notebook custom-model initialization and flash-attn fallback logic are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head in Mistral3 and translation-model tied weights are distinct issues." + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks are different bugs." + "reason": "Qwen3 MoE FP8 failures and flash-attn fallback gating are different subsystems." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention failure and tied-weights translation regression do not share a concrete code path." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and translation tied weights do not share the same root cause." + "reason": "Quantization/offloading behavior and tied-weight handling are distinct bug categories." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "This is a DSA indexer discussion versus a docs typo; no duplicate bug here." + "reason": "The DSA indexer discussion and the v5 docs command removal are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation tied weights are unrelated." + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same as removed-run-command documentation drift." + "reason": "A cache-strategy typo and outdated docs are not the same issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different code paths." }, { "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." + "accept": true, + "reason": "46463 looks like a specific T5-family instance of the broader input_ids/inputs_embeds validation problem in 45183, so one PR could plausibly cover both." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizers/models and different regression mechanisms; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms, so they should not be merged." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3 NVFP4 loading errors are unrelated." + "reason": "DeepSeek-Coder v1 detokenization and Qwen-3 NVFP4 runtime errors are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime/loading failure and GraniteMoEHybrid invalid method calls are different issues." + "reason": "These involve different model/runtime failures with no shared underlying code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45632 vs issue:45698 is only a broad remote-code/custom-module similarity, and the packet does not show a concrete shared bugfix or clearly mergeable PR path. The 45183/46463 acceptance looks solid, but the remote-code pair should stay conservative unless there is stronger evidence of the same underlying defect." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1210,13 +1243,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 4, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:24643", "issue:28530", @@ -1275,8 +1308,8 @@ "issue:43872|issue:44589", "issue:43828|issue:44928", "issue:45920|issue:46489", - "issue:43054|issue:45701", "issue:43866|issue:44403", + "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:43950|issue:45902", "issue:41553|issue:43883", @@ -1288,8 +1321,8 @@ "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", - "issue:42947|issue:43856", "issue:24643|issue:28530", + "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", @@ -1303,14 +1336,14 @@ "issue:42491|issue:44368", "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "9b9ac579b355ee2ce71553f2d2dee0883137fbb64ea1b6c9bf0bd02470bc8b21", + "prepared_review_unit_hash": "f784fd092593a4e3311eb6637a26d354772f5a3ed0a5821ad52312d51b9b95e8", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, @@ -1325,222 +1358,216 @@ "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.", + "summary": "There are two main duplicate clusters here: a non-persistent-buffer regression in Transformers 5.x (43950/43644/44534/45902) and a SigLIP2 implementation discrepancy (43054/43493). Most other pairs are different bugs in the same subsystem but not the same underlying issue.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43950 is the best umbrella report for the non-persistent-buffer regression: it states the root symptom clearly, scopes it to Transformers 5.x, and matches the duplicate reports that describe the same corruption/fill-with-junk behavior.", "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_issue_reason": "43950 is the clearest and most central issue in the largest duplicate cluster, with a title that captures the underlying bug rather than one narrow manifestation.", "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." + "reason": "Same bug: both report Transformers 5.x corrupting/filling non-persistent buffers with junk." }, { "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." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model quality/embedding regression; not the same concrete bug." }, { "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." + "accept": true, + "reason": "Same regression about non-persistent buffers being filled/corrupted in Transformers 5.x." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected kwarg in CustomTrainer.compute_loss and Gemma3 ZeRO-3 loading failure are unrelated issues." + "reason": "Different failures: a custom loss API change vs a DeepSpeed ZeRO-3 loading IndexError." }, { "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." + "reason": "Both are quantization/storage-related, but they are distinct failures with different offending types and code paths." }, { "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." + "reason": "Different models and different failure modes; one is autocast dtype mismatch, the other is a FlashAttention/position_ids crash." }, { "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." + "reason": "Both concern tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model wrong-token-ID regression." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43866", + "right": "issue:44403", "accept": false, - "reason": "Different tokenization-related symptoms: degraded SigLIP2 text embeddings versus changed tokenization behavior across transformers versions." + "reason": "Unrelated issues: checkpoint corruption vs noisy load-time messages." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "A corrupted checkpoint and a noisy load-time behavior are not the same underlying bug." + "reason": "SigLIP2 text-embedding quality issue vs a general tokenization-version regression; not the same 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." + "reason": "Related SigLIP2 symptoms, but one is zero probabilities and the other is degraded text embeddings; too vague to merge as the same bug." }, { "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." + "reason": "Same underlying non-persistent-buffer initialization bug; 45902 is a specific manifestation after meta->to_empty materialization." }, { "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." + "reason": "Different model-loading problems with different models and different errors." }, { "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." + "reason": "Both involve Qwen3.5/MoE, but one is FlashAttention illegal access from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." }, { "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." + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy: one reports worse text embeddings, the other cites divergence from the original JAX implementation." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:43856", + "right": "issue:43493", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and non-persistent buffer uninitialized memory are unrelated code paths." + "reason": "Unrelated: Qwen3 MoE memory usage vs SigLIP2 implementation mismatch." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer error messaging versus glm-4v-9b load failure." + "reason": "Different models and different load failures." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Load-time noise and failure to load a specific model are not the same bug." + "reason": "General loading-noise report vs a specific model load failure; not the same concrete issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek Coder detokenization and a flash_attn import error are unrelated." + "reason": "Tokenizer detokenization bug vs Python 3.13 import_utils KeyError; 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." + "reason": "General load-time noise vs a specific inability to load a model." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "LoRA checkpointing ineffectiveness and Qwen3 MoE memory usage are different optimization problems." + "reason": "Different training behaviors: a DeepSpeed weight shape runtime error vs early-stopping metric resolution." }, { - "left": "issue:24643", - "right": "issue:28530", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "DeepSpeed training weight-shape error and early-stopping metric lookup are unrelated training issues." + "reason": "Gradient checkpointing/LoRA issue vs Qwen3 MoE memory usage; different problems." }, { "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." + "reason": "Both involve remote code, but one is missing fields in AutoConfig output while the other is a broader breakage across remote-code models." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 failure are unrelated model/backend issues." + "reason": "Different model/config failures: Gemma3 ZeRO-3 loading IndexError vs Qwen3 MoE FP8 failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for one model and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading failure vs flash-attn2 fallback logic; unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing class and bitsandbytes Int8Params incompatibility are different failures." + "reason": "ImportError for a model class vs a bitsandbytes Int8Params constructor incompatibility." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram on int tensors and Gemma4 PLE device mismatch are separate backend/device bugs." + "reason": "Different model/runtime issues; MPS histogram support is unrelated to Gemma4 device placement." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load error and a GLM5 issue are unrelated." + "reason": "Different models and different errors." }, { "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." + "reason": "Different load failures affecting different models." }, { "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." + "reason": "Remote-code regression vs Gemma4 device mismatch; not the same bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash and flash-attn2 fallback blockage are unrelated." + "reason": "Tokenizer regex crash vs flash-attn2 fallback gating; 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." + "reason": "Tokenizer mapping edge case vs remote-code model breakage; different code paths." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and tie_word_embeddings warnings in Qwen3.5 are different issues." + "reason": "LoRA compatibility across versions vs a tie_word_embeddings warning; not the same underlying problem." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different backend errors." + "reason": "Different model/runtime mismatch failures." } ] }, "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." + "feedback": "The summary is well grounded in the packet, and the accepted soft edges are conservative and supported by the titles. The two cluster calls (non-persistent buffers and SigLIP2 discrepancy) look plausible, and the chosen canonical issue is a reasonable umbrella report." }, "evaluator_used": true, "retried": false, @@ -1553,13 +1580,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 5, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:24643", "issue:30064", @@ -1628,8 +1655,8 @@ "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44479|issue:44560", - "issue:44928|issue:45588", "issue:41553|issue:44488", + "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:24643|issue:30064", "issue:44530|issue:44863", @@ -1640,208 +1667,202 @@ "issue:45325|issue:45902", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "64d5b6c3c4c9b60de49aa23e89108fb4bedc50343b8342e15f9a2e43c1b3995b", + "prepared_review_unit_hash": "4d07ac6f560c97e856b7e34853fe58057708b182853169b3067d8cf8bbe45039", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36628, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "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.", + "summary": "This is a heterogeneous cluster containing several unrelated issue families. The only strong duplicate pairs are: docs about removed v5 pipeline tasks, the `_is_hf_initialized`/Int8Params constructor-arg incompatibility, the generic mask-shape IndexError, a Qwen3 DeepSpeed ZeRO-3 weight-loading failure, and a Qwen3-VL video-input regression.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43872 is the clearest concrete bug report in the cluster and has a near-identical duplicate in 44291 about the same `_is_hf_initialized` constructor-arg failure path.", "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_issue_reason": "Issue 43872 is the best representative issue because it captures a specific, reproducible runtime incompatibility and directly matches one accepted duplicate.", "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." + "reason": "Both are version-regression/tokenizer complaints, but they involve different models and different failure modes (remote_code loading vs tokenizer 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." + "reason": "Same tokenizer subsystem, but different APIs and symptoms: convert_ids_to_tokens vs convert_tokens_to_ids performance regressions." }, { "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." + "reason": "Both report stale docs still referencing removed v5 pipeline tasks for summarization/translation; same underlying docs cleanup." }, { "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." + "reason": "Both concern DeepSeek tokenization regressions, but one is ByteLevel-to-Metaspace overriding and the other is a DeepSeek-Coder v1 tokenizer correctness gap; not the same concrete bug." }, { "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()." + "reason": "Different problems: lm_head weight tying in a model class vs 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." + "reason": "Both touch model loading, but one is from_config text_config unwrapping and the other is remote-code config_class lookup failure; distinct code paths." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` constructor-kwarg incompatibility during model loading/init_empty_weights." + "reason": "Same underlying `_is_hf_initialized` argument incompatibility surfacing in Int8Params/init_empty_weights loading paths." }, { "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." + "reason": "Different issues: FineGrainedFP8Config failure vs bitsandbytes/_is_hf_initialized incompatibility." }, { "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." + "accept": false, + "reason": "Whisper model-runtime failure is too broad to match a specific _torch_extract_fbank_features() bug with confidence." }, { "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." + "reason": "Both mention DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different bugs." }, { "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." + "reason": "Both are tokenizer-loading issues, but on different models and with different root causes; not the same defect." }, { "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." + "reason": "Both involve gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing supports_gradient_checkpointing flag on a remote-code model." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different failure types: a Trainer signature change vs a tensor-mask shape mismatch." + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated failures." }, { "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." + "accept": true, + "reason": "Both describe Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; likely the same loader bug across close variants." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-specific checkpoint loading failures (GLM-4.7-Flash vs NemotronH)." + "reason": "Different model families and different load failures; no shared code-path evidence." }, { "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." + "accept": true, + "reason": "Both point to the same Qwen video-input regression in v5.3.0, with 44560 looking like a concrete manifestation of the broader video bug." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Unrelated problems: RLHF NaN explosion from SDPA/math fallback vs flash_attention crashing on `s_aux=None`." + "reason": "Different tokenizer-loading problems on different models; one is an error-message issue, the other is a load failure." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Both involve tokenizer/model loading, but the model families and failure modes are different." + "reason": "Gradient explosion from Qwen3.5 position_ids/SDPA fallback is unrelated to flash_attention.py crashing on s_aux=None." }, { "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." + "accept": true, + "reason": "Same generic mask-vs-tensor shape mismatch IndexError; these look like duplicate reports of the same failure." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-shape error vs image processor void-segmentation-map handling are unrelated." + "reason": "Training DeepSpeed weight-dimension error and segmentation-map preprocessing failure are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different issues: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash is unrelated to 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." + "reason": "Different architectures and different loading bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and a Phi MoE autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss support and Phi-tiny-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." + "reason": "Deepspeed zero3/BertModel index error and torch 2.4.1 incompatibility are not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen-related problems: GGUF architecture support vs sliding_window behavior." + "reason": "Different Qwen/GGUF support issues with no shared concrete code path." }, { "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." + "reason": "Both concern rotary/position-related internals, but one is incorrect scaling of still-image position_ids and the other is uninitialized inv_freq after 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." + "reason": "Same model family, but FSDP2 shared_kv_states logic and device_map auto device mismatch are different forward-pass bugs." } ] }, "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." + "feedback": "The cluster summary is well-grounded in the packet and stays conservative. The accepted soft-edge pairs are supported by closely matching titles/symptoms, while the rejected pairs avoid over-claiming duplicates across different models or code paths. No pull-request mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -1854,13 +1875,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 6, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:36010", "issue:38175", @@ -1928,8 +1949,8 @@ "issue:36010|issue:42915", "issue:45812|issue:46489", "issue:45823|issue:46515", - "issue:44661|issue:45823", "issue:44560|issue:44805", + "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44877|issue:45030", @@ -1947,20 +1968,20 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "1ce97ad3f5b1adbff6cdbc06ca72f3f0e0ca539175562b4c9835e7fb43a4bf13", + "prepared_review_unit_hash": "b9b6ffbc54c6d987115a030ba70b71031e094fbb538f5ff5d62ede045edb8ac8", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37773, + "serialized_chars": 37775, "estimated_input_tokens": 9444, "estimated_eval_tokens": 19144 }, @@ -1969,222 +1990,222 @@ "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.", + "summary": "This is a broad cluster of mostly unrelated Transformers regressions. Only a couple of pairs look like true duplicates; the clearest duplicate is the non-persistent-buffer regression, and the SigLIP2 output-corruption pair also looks like the same underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest exact duplicate target: it has the same non-persistent-buffer regression as 44534 and is specific enough to serve as the anchor issue.", "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_issue_reason": "issue:43644 is the best overall issue to anchor this cluster because it is the most precise, clearly duplicated bug report among the candidates.", "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." + "reason": "Different failures: Zero3/BertModel index error vs a torch version incompatibility report." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different bugs: GGUF gpt-oss support vs a Float8 storage lookup/deserialization error." + "reason": "Unrelated problems: GGUF gpt-oss support vs missing Float8 storage type during loading." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model-specific multimodal bugs with no clear shared code path." + "reason": "Different models and code paths: image preprocessor dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio/ASR inference issues; the symptoms and model paths do not match." + "reason": "Both involve audio/sequence behavior, but the symptoms and model paths are different enough to treat as separate bugs." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different problems: missing Qwen2_5_VL import vs meta-device loading breakage." + "reason": "Import error for a missing class is not the same bug as meta-device loading failures." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "One is a non-persistent-buffer regression; the other is an OCR long-input index error." + "reason": "Non-persistent buffer corruption and long OCR index error are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config vs meta-device loading." + "reason": "Different regressions: Qwen3Moe FP8 failure vs meta-device loading breakage." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated issues in different subsystems and models." + "reason": "Completely different issues: video StopIteration vs an MPS histogram kernel error." }, { "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." + "accept": false, + "reason": "Related theme, but not clearly the same underlying bug; one is notebook-specific while the other is a broader custom-model init report." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5-related bugs with different failure modes and code paths." + "reason": "Different failures in Qwen3.5/Qwen3-vl workflows; no clear shared code-path bug." }, { "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." + "reason": "Different attention/compile crashes on different models and mechanisms." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different incompatibilities: torch>=2.9 flex_attention compilation vs torch 2.4.1 compatibility." + "reason": "Torch-version incompatibility reports, but on opposite version ranges and different failure modes." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel.py runtime failure vs GGUF architecture support." + "reason": "Different tasks: running 3d_parallel.py vs GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Completely different failures: import error for GenerationMixin vs Qwen3Moe FP8 config." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." }, { "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." + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same root cause." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Different issues: Gemma4 device mismatch vs a generic torch version incompatibility." + "reason": "Device-mismatch during Gemma4 forward is unrelated to a generic torch version incompatibility report." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Config/mapping failure vs a runtime device placement bug; not the same underlying defect." + "reason": "Different symptom and likely different bug: video StopIteration vs mask shape mismatch." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Different runtime errors on different model paths." + "reason": "Different areas: tokenizer mapping expansion failure vs Gemma4 PLE device mismatch." }, { "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." + "reason": "Same model family and same broken inference behavior on siglip2-base-patch16-224; these look like the same underlying output-corruption bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 long-input index error." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." }, { "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." + "reason": "Both are config-validation issues, but they target different model configs and likely different fixes." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different bugs: DeepSpeed/BERT zero3 indexing vs add-new-model-like tokenizer mapping logic." + "reason": "Zero3/BertModel init failure is unrelated to add-new-model-like tokenizer mapping behavior." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures with no evidence of a shared code path." + "reason": "Different bugs: Zero3 with BertModel vs tokenizer-mapping failure." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map/offload loading vs mmap OOM on Strix Halo are not the same bug." + "reason": "Device-map/offload loading bug is unrelated to disabling mmap for Strix Halo OOM." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different issues: tokenizer-mapping helper failure vs mask/tensor shape mismatch." + "reason": "Tokenizer-mapping failure and mask shape mismatch are different bugs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different loading/compatibility problems affecting unrelated mechanisms." + "reason": "Different subsystems and failure modes: Qwen3_moe LoRA compatibility vs BitNet packed-weight loading." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact duplicate non-persistent-buffer regression in Transformers 5.0.0." + "reason": "Exact same regression: non-persistent buffers are being filled with junk 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." + "reason": "The docs-example issue is broader and includes multiple errors; it is not clearly the same root bug as the zero-probabilities report." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen issues with different triggers and failure modes." + "reason": "Qwen3 device-map CUDA assert and Qwen3Moe FP8 failure are different problems." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated model FP8 failure vs Strix Halo mmap OOM." + "reason": "FP8 configuration failure is unrelated to mmap/OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and different APIs; not the same underlying defect." + "reason": "LoRA cross-version incompatibility is unrelated to resize_token_embeddings not updating Gemma4 embeddings." }, { "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." + "accept": false, + "reason": "Very similar loading failures, but the reports are for different model checkpoints and the root cause is not clear enough to merge confidently." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different flash-attention/generation failures." + "reason": "GLM5 is a broad model report, while the other is a Qwen3.5 flash-attention generation bug; different issues." }, { "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." + "reason": "Both concern dtype handling, but one is silent dtype loss when loading checkpoints and the other is stale config.dtype after from_config; different bugs." } ] }, "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." + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The non-persistent-buffer pair is clearly supported, and the SigLIP2 pair is a reasonable same-bug call from the titles. The rejected pairs are generally conservative and do not overclaim duplication from the available evidence." }, "evaluator_used": true, "retried": false, @@ -2197,13 +2218,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 7, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:36010", "issue:39404", @@ -2257,12 +2278,12 @@ "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:43856|issue:43873", "issue:44488|issue:44991", + "issue:43856|issue:43873", "issue:43856|issue:44387", "issue:43257|issue:43854", - "issue:43854|issue:43931", "issue:39692|issue:43994", + "issue:43854|issue:43931", "issue:42491|issue:45292", "issue:43708|issue:44075", "issue:42491|issue:43931", @@ -2273,31 +2294,31 @@ "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:44402|issue:44488", - "issue:43404|issue:43454", "issue:43425|issue:43957", + "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:41720|issue:44155", + "issue:42947|issue:45704", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:36010|issue:39404", "issue:45663|issue:45859" ], - "prepared_review_unit_hash": "e4c8203e8066e7c3bea47a0e9caf871ea8ed4512a746d4c90a755d46221c1a15", + "prepared_review_unit_hash": "40e290c426cc0689d642e5ad1283d5dd943a1fbdf2fbcca43bfc7bfa3bc43728", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35909, + "serialized_chars": 35910, "estimated_input_tokens": 8978, "estimated_eval_tokens": 18212 }, @@ -2306,192 +2327,192 @@ "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.", + "summary": "The cluster is mostly a heterogeneous set of unrelated Transformers bugs, but there is one clear duplicate pair around `resize_token_embeddings` not propagating to model-specific embeddings. I accepted only that pair; the rest look like separate issues.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the broader and more representative thread in the accepted duplicate pair: it describes the same `resize_token_embeddings` propagation failure and covers the general Gemma4 case, while 45335 is a narrower T5Gemma manifestation.", "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_issue_reason": "issue:45276 is the best representative issue in this cluster because it captures the shared embedding-resize bug more generally and is the natural target for deduping the closely related T5Gemma report.", "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." + "reason": "Same model family, but different concrete bugs: one is DeepSpeed weight loading for `language_model`, the other is incorrect visual-encoder keys in `save_pretrained`." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Unrelated models and failures; no evidence of the same code path or fix." + "reason": "Different models and failure modes; no evidence they are the same underlying bug 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." + "reason": "Both are Transformers 5.0 regressions, but one is junk buffers and the other is Jupyter/custom-model initialization; distinct code paths." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different problems: Qwen3 MoE training memory usage vs quantization offloading not behaving as expected." + "reason": "Both concern loading specific tokenizer/model repos, but they point to different models and likely different root causes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Both are tokenizer-loading reports, but for different models and likely different root causes." + "reason": "One is Qwen3 MoE training memory usage, the other is quantization/offloading behavior; too different to treat as duplicates." }, { "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." + "reason": "Both mention memory/OOM, but one is MoE training efficiency and the other is int4 reserved-memory regression; 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." + "reason": "Different models and loading scenarios; no shared concrete failure path." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different model-loading failures for different model families." + "reason": "Both involve SigLIP2, but one is a documentation example with model/processor mismatch and quantization failure while the other is incorrect outputs in AutoModel/pipeline." }, { - "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 plus quantization failure, while the other is a runtime inference quality issue." + "reason": "Different models and different loading errors; not the same underlying 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." + "reason": "Qwen3 MoE LoRA compatibility on hf5.x is unrelated to `resize_token_embeddings` not updating output embeddings." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Resume/max_steps bookkeeping and SGD argument handling are separate Trainer/optimizer issues." + "reason": "Trainer checkpoint resume/max_steps logic is unrelated to optimizer arguments being ignored." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-related failures with no shared code-path evidence." + "reason": "Different model families and distinct bugs." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is unrelated to save/load breakage after sinq quantization." + "reason": "GLM5 loading concerns are unrelated to quantized save/load corruption in sinq." }, { "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." + "reason": "Both touch model serialization/loading, but one is `extra_state` handling and the other is `init_empty_weights` with an unexpected argument; different fixes." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer stacks and model families." + "reason": "Both are tokenizer regressions, but they affect different model families and different mechanisms." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes in different surfaces: chat integration vs serve processor attribute access." + "reason": "Different model families and distinct crashes; not the same code-path problem." }, { "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." + "reason": "Same underlying `resize_token_embeddings` propagation bug: both report that resizing does not update downstream embedding/output modules in related Gemma/T5Gemma models." }, { "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." + "reason": "Both involve flash attention, but one is a CUDA illegal-memory-access bug and the other is an AttributeError on `s_aux=None`; separate failures." }, { "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." + "reason": "Tokenizer/vocab issues, but on different models and with different symptoms." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as a meta-device model-loading bug." + "reason": "Torch compatibility and `torch.device(\"meta\")` loading are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are different model implementations and there is no evidence of one shared duplicate 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." + "reason": "Quantization is common to both, but one is offloading behavior and the other is reserved-memory/OOM regression; not the same defect." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation/example issues are unrelated to GLM5 model-loading concerns." + "reason": "Completely different model families and bug types." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and T5/apex memory leak are separate issues." + "reason": "Unrelated model/runtime bugs: Qwen3 device-mapping assert vs AudioFlamingo3 track leakage." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference token leak are different failures." + "reason": "Gradient checkpointing/LoRA is unrelated to a T5 apex RMSNorm memory leak." }, { "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." + "reason": "Different composite-model issues: per-layer KV state rebuild in Gemma-4 training vs `text_config` unwrapping for Qwen multimodal configs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." + "reason": "Different loading/runtime problems with no shared underlying code path." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated issues." + "reason": "Importing `GenerationMixin` and Whisper pipeline `return_language` are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention failure and Qwen3.5 CPU-offload incompatibility are different bugs." + "reason": "Different architectures and failure modes; no duplicate evidence." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted 45276/45335 pair is well-supported by near-identical `resize_token_embeddings` propagation symptoms and looks mergeable into one fix. The other soft-edge rejections do not overclaim duplication and are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -2504,13 +2525,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 8, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:39404", "issue:42796", @@ -2564,22 +2585,22 @@ "soft_pairs": [ "issue:44292|issue:44912", "issue:44387|issue:44756", - "issue:43335|issue:45663", "issue:43957|issue:44756", - "issue:42947|issue:43381", + "issue:43335|issue:45663", "issue:44155|issue:45823", + "issue:42947|issue:43381", "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:43381|issue:44928", "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:45292|issue:45335", "issue:43646|issue:43708", "issue:44402|issue:44451", "issue:43645|issue:44164", @@ -2597,248 +2618,245 @@ "issue:44589|issue:45084", "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "f03e8af55ebd44fe5a2044fd627ca585dbca4d96412d62cc26f36867f5fe9ac0", + "prepared_review_unit_hash": "21918bc8ab6d95ab55eaa8671fefcb5b01d25027fed0ff18a6989e2e54cf0a6f", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37888, - "estimated_input_tokens": 9472, - "estimated_eval_tokens": 19200 + "serialized_chars": 37890, + "estimated_input_tokens": 9473, + "estimated_eval_tokens": 19202 }, "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.", + "summary": "The cluster is mostly a set of unrelated Transformers regressions and compatibility reports. The soft-similarity links are largely false positives: they share broad themes like model loading, tokenization, or dtype/runtime issues, but the concrete failures differ. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest representative of the custom-model loading regression family in this cluster; several nearby reports touch model initialization/loading, but they describe different breakages rather than the same defect.", "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_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it captures the most general and recurring failure mode here (Transformers 5.x breaking custom model loading), even though the cluster as a whole should not be merged into one duplicate set.", "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." + "reason": "Both are quantization/loading regressions, but one is Qwen-3-8B-NVFP4 failure and the other is MXFP4 fallback behavior on git-oss-20b; different models and failure modes." }, { "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." + "reason": "One is int4 CUDA reserved-memory/OOM under Transformers 5.x; the other is mmap OOM on Strix Halo. Same symptom class, different root cause." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading and mmap/OOM are unrelated failure mechanisms." + "reason": "Meta-device model loading incompatibility is distinct from Strix Halo mmap-related OOM." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode restriction." + "reason": "Single-layer SwitchTransformers config bug is unrelated to Gemma4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and distinct bugs: track embedding leakage vs device mismatch." + "reason": "AudioFlamingo3 batched inference token leak is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffectiveness is not the same as gradient checkpointing being disallowed in eval mode." }, { "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." + "reason": "NemotronH checkpoint loading failure is unrelated to the broken official Nemotron example." }, { "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." + "accept": false, + "reason": "These are closely related resize_token_embeddings regressions, but one is Gemma4-specific and the other is a broader output_embeddings issue; not clearly the same bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MoE MPS histogram error is unrelated to the Nemotron example issue." + "reason": "MPS histogram Int support in MoE is unrelated to the Nemotron example breakage." }, { "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." + "reason": "Video input regression for Qwen VL models is unrelated to strict-config loading of granite_speech." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Checkpointing/eval-mode vs RLHF gradient explosion from 3D position_ids are different problems." + "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + "reason": "Eval-mode checkpointing restriction is unrelated to the RLHF NaN/SDPA fallback issue." }, { "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." + "reason": "Broken unit-test model loading for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention s_aux handling and Gemma4 FSDP2 shared_kv_states are different code paths." + "reason": "Flash attention crash on s_aux=None is a different code path than Gemma4 FSDP2 shared_kv_states rebuilding." }, { "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." + "reason": "Read-only permission propagation during save_pretrained is unrelated to loading the wrong custom module after save_pretrained." }, { "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." + "reason": "Tokenizer BPE marker handling bug is unrelated to continue_final_message behavior on mistral_common tokenizers." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different dtype/device mismatch scenarios with different triggers and model families." + "reason": "Both are dtype mismatch reports, but one is torch.autocast on Phi-tiny-MoE and the other is meta-device loading on different models; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings propagation, but one targets output_embeddings generally and the other is decoder.embed_tokens in t5gemma; not enough evidence they are the same defect." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and resume_from_checkpoint max_steps calculation are unrelated." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume/max_steps miscalculation." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch vs model loading failure; not the same underlying defect." + "reason": "Token IDs outside vocab_size for rmihaylov/bert-base-bg is unrelated to loading vesteinn/ScandiBERT." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom model init vs extra_state save/load handling are different issues." + "reason": "Jupyter custom-model initialization breakage is separate from save/from_pretrained extra_state handling." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap/OOM." + "reason": "Float8 storage lookup failure 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." + "reason": "Torch 2.10 compatibility is a general version issue, while the other is a specific autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs and convert_tokens_to_ids performance regression are not the same bug." + "reason": "Granite tokenizer ID regression is unrelated to slow convert_tokens_to_ids performance regression." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression vs CodeLlama round-trip spacing bug." + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama leading-space round-trip regression." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and generic tokenization changes are not the same issue." + "reason": "Whisper return_language pipeline regression is unrelated to tokenizer version-dependent tokenization changes." }, { "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." + "reason": "Both involve custom-model loading, but one is base_model_prefix loading regression and the other is notebook-defined model initialization; different failure modes." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes are unrelated." + "reason": "Whisper pipeline return_language bug is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type crash and template-node compilation error are different code paths." + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to compile non template nodes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 compatibility and Gemma4 device mismatch are different problems." + "reason": "Torch 2.10 compatibility and Gemma4 device_map mismatch are different regressions." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + "reason": "Torch version compatibility is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Storage-object lookup failure and non-template-node compilation error are unrelated." + "reason": "Float8 storage lookup failure is unrelated to template-node compilation error." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask shape IndexError are different issues despite both being regressions." + "reason": "Qwen VL video-input regression is unrelated to an index/mask shape mismatch error." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2847,13 +2865,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 9, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:32090", "issue:36032", @@ -2909,8 +2927,8 @@ "issue:43901|issue:44509", "issue:43425|issue:44918", "issue:43994|issue:44079", - "issue:44671|issue:44991", "issue:44265|issue:44898", + "issue:44671|issue:44991", "issue:36032|issue:43452", "issue:39404|issue:44912", "issue:44164|issue:45759", @@ -2928,223 +2946,229 @@ "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:32090|issue:39404", "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", + "prepared_review_unit_hash": "796aec3d78326e847de37da7ab4043d961a92dba44e653d8b88e407947e86719", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37109, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 37108, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a 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.", + "summary": "These items are mostly separate regression reports spanning tokenizer loading, model loading, quantization, compile/export, and doc issues. I don\u2019t see any soft pair that clearly shares the same underlying bug/change, so I rejected all candidate duplicates. No pull requests are present in this cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression here and the most plausible umbrella representative for the small tokenizer-related subset.", "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_issue_reason": "issue:44462 is the best single representative because it is generic, user-facing, and closest to the common loading-regression theme across the set.", "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." + "reason": "Different failures: isolated repro of an older issue vs 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." + "reason": "Both are docs-related, but they cover different pipeline-task deprecations and should stay separate." }, { "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." + "reason": "Torch 2.10 compatibility is unrelated to the TRL/Qwen3.5 embedding unpacking failure." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Different subsystems: SigLIP2 model/pipeline output quality vs ModelOutput key assignment logic." + "reason": "Model/pipeline output quality bug vs ModelOutput key assignment bug; different code paths." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both mention tokenizer behavior, but they affect different models and different loading paths." + "reason": "torch.export/torch_compilable_check issue is distinct from Perceiver interpolation at non-default resolution." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to Perceiver non-default-resolution image classification." + "reason": "CamemBERT masked-LM behavior regression and tokenizer-loading failure for a different model are not the same bug." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer class construction error vs gguf_file loading path breakage; not the same code path." + "reason": "Different tokenizer-loading problems affecting different models and error surfaces." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling is different from AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "save/from_pretrained extra_state handling and composite config unwrapping are separate loading issues." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption and mistral_common continue_final_message are distinct bugs." + "reason": "Quantized model persistence bug vs mistral_common continue_final_message behavior; not the same underlying defect." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are separate model-loading failures." + "reason": "Same model family, but one is a broad v5 loading regression and the other is a specific checkpoint shape mismatch." }, { "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." + "reason": "Unrelated tokenizer/pipeline reproducer versus mistral_common chat-template behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer loaders and different model families; no shared underlying defect." + "reason": "Both are tokenizer loading failures, but they hit different tokenizer stacks and model families." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency is unrelated to Strix Halo mmap OOM handling." + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different root causes." }, { "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." + "reason": "Deepspeed zero3/BertModel index error is unrelated to flex_attention compilation on torch >=2.9." }, { "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." + "reason": "Extra_state serialization and video-input regression are separate bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer loading failures: sleng-bert loading vs Mistral regex patching." + "reason": "Different model/tokenizer loading failures with no shared concrete code-path." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they involve different repositories and distinct breakages." + "reason": "Both are load failures, but for different repositories and different failure modes." }, { "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." + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are unrelated regressions." }, { "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." + "reason": "Both concern tokenizer behavior, but one is generic tokenizer.json selection and the other is a specific DeepSeek-Coder output regression." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are unrelated defects." + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to template-node compilation errors." + "reason": "Image preprocessor dtype mismatch is unrelated to template-node compilation failure." }, { "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." + "reason": "Tokenizer method conflict and Qwen3MoE FineGrainedFP8Config failure are not the same issue." }, { "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." + "reason": "CLIP model structure inconsistency and Sam3Model text-encoder loading are different model-specific 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." + "reason": "Both involve device/offload behavior, but they affect different architectures and code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-generation helper failure and compiled flex_attention failure are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES generator failure is unrelated to flex_attention compile support." }, { "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." + "reason": "trust_remote_code config field loss and Qwen3.5 linear_attention cache crash are separate problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both are compile/tracing-related, but the concrete failure modes and affected code differ." }, { "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." + "reason": "Different Qwen model families and different failures: FP8 config handling vs cache group-type crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different model-loading regressions for unrelated repositories and failure modes." + "reason": "Different model repositories with distinct loading failures." } ] }, @@ -3160,13 +3184,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 10, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28530", "issue:34567", @@ -3222,8 +3246,8 @@ "issue:40990|issue:43421", "issue:43644|issue:43646", "issue:34567|issue:40444", - "issue:44811|issue:45584", "issue:44206|issue:44220", + "issue:44811|issue:45584", "issue:42175|issue:46178", "issue:43883|issue:44488", "issue:40444|issue:46326", @@ -3243,8 +3267,8 @@ "issue:43404|issue:44466", "issue:44849|issue:45325", "issue:43377|issue:43819", - "issue:43994|issue:44610", "issue:42915|issue:44291", + "issue:43994|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:28530|issue:34567", @@ -3252,20 +3276,20 @@ "issue:42915|issue:44589", "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "4065dfee8f80647ee3b78a269b3e8cf5e424a7c9e5f4d8fe3282ecaa7c9f45cd", + "prepared_review_unit_hash": "d2b9e390d68439332b60ddd0982b3a40f24a26ce84ee966a79a6c01f947713df", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37689, + "serialized_chars": 37691, "estimated_input_tokens": 9423, "estimated_eval_tokens": 19102 }, @@ -3274,216 +3298,219 @@ "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, + "summary": "This cluster is mostly a set of separate Transformers bug reports across different subsystems and models. The one tempting v5 pair, 43644/43646, is better treated as a related regression family than a confirmed duplicate. No soft pairs are accepted.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model-initialization v5 regression subgroup, but it should not be treated as the confirmed duplicate of issue:43644.", "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_issue_reason": "issue:43646 is the best representative of the custom-model-initialization regression theme, though the evidence is not strong enough to merge it with issue:43644.", "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." + "reason": "Different failures in different areas: allocator warmup TypeError vs `_is_hf_initialized` flag break." }, { "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." + "reason": "High perplexity on a model vs tokenizer backend/post-processor update bug; not the same defect." }, { "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." + "reason": "Both are v5 regressions, but the packet does not show the same failing code path; 43644 is about non-persistent buffers and 43646 about custom model initialization, so this is only a related regression, not a duplicate." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking vs multimodal iterable dataset failure; different subsystems." + "reason": "Unrelated issues: token-count bookkeeping vs multi-image iterable dataset failure." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Whisper decode skip_special_tokens handling vs empty transcription after align_special_tokens; different failure modes." + "reason": "Both are audio-related, but one is a specific unsupported-arg regression and the other is a generic helper issue without evidence of the same root cause." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44811", + "right": "issue:45584", "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." + "reason": "Both involve Whisper and special tokens, but the symptoms and code paths differ." }, { "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." + "reason": "Packaging/backend-mapping problems with different backends; not the same defect." }, { "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." + "reason": "Missing `all_tied_weights_keys` vs a model-loading failure for a specific model; different root causes." }, { "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." + "reason": "IterableDataset multi-image failure is unrelated to `continue_final_message` handling." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5Tokenizer add_special_tokens name conflict vs Jupyter custom-model init regression; different root causes." + "reason": "Tokenizer method-name conflict vs custom model initialization break in notebooks; different bugs." }, { "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." + "reason": "Both are GGUF-loading related, but one is a broad `from_pretrained` break and the other is a model-specific loading failure; not enough to merge." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation TypeError vs GraniteMoEHybrid invalid method call; unrelated bugs." + "reason": "Template compilation error vs invalid method call in GraniteMoEHybrid; different code paths." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized device_map=auto offload failure vs Qwen2.5-GGUF loading failure; different loading paths." + "reason": "Device-map/offload dequantization failure vs GGUF model loading failure; not the same bug." }, { "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." + "reason": "Both are loading regressions, but for different models and likely different tokenizer/model paths." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI padding-mask batching bug; different components." + "reason": "Audio processor sampling-rate default bug vs MIMI encoder padding-mask mismatch; unrelated." }, { "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." + "reason": "Local checkpoint loading with PEFT adapters vs tokenizer `continue_final_message` behavior; different issues." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs template compilation error; different code paths." + "reason": "FineGrainedFP8Config failure vs template-node compilation failure; unrelated regressions." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata vs tokenizer loading failure; no shared root bug." + "reason": "Missing tied-weights attribute vs tokenizer loading failure for a different model." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise vs Mistral regex patch crash; unrelated issues." + "reason": "Unnecessary loading noise vs Mistral regex patch crash; not the same underlying bug." }, { "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." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache seq-length typing." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer junk; same release family, different bug." + "reason": "Both are v5 regressions, but one is custom-model initialization and the other is non-persistent buffer serialization; different defects." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init failure vs non-persistent buffer junk; distinct symptoms and fixes." + "reason": "Notebook custom-model init break vs non-persistent buffer junk; not the same code-path problem." }, { "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." + "reason": "Un-tied lm_head weights in one model vs device-dependent serialization inconsistency in another." }, { "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." + "reason": "Different models and different bugs: hidden-states output issue vs RoPE index scaling issue." }, { "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." + "reason": "Batched-vs-single mismatch from missing padding-mask support vs DAC forward/from_latents mismatch; unrelated." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Siglip2 nonsensical outputs vs OmDet-Turbo processor image-size mismatch; unrelated vision bugs." + "reason": "FineGrainedFP8Config failure vs unexpected `_is_hf_initialized` init argument; different regressions." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized arg; different initialization/quantization problems." + "reason": "Different vision-model issues: nonsensical outputs vs wrong processor input size." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for ScandiBERT vs Mistral tokenizer backend_tokenizer crash; unrelated." + "reason": "Model loading failure for ScandiBERT vs Mistral regex patch crash; no shared concrete bug." }, { "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." + "reason": "Model-loading regression vs tokenizer regex patch crash; not the same issue." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric lookup vs num_input_tokens_seen not updating; trainer issues but unrelated." + "reason": "Early stopping/eval-metric behavior is unrelated to token-count tracking." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict vs KeyError loading MobileLLM-125M; separate bugs." + "reason": "Tokenizer special-token method conflict vs MobileLLM loading key error; different root causes." }, { "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." + "reason": "FineGrainedFP8Config failure vs float8 storage lookup error; distinct failures." }, { "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." + "reason": "Generation performance overhead vs cache sequence-length return type; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for the one accepted soft pair. In the packet, issue:43644 (\u201cnon-persistent buffers with junk\u201d) and issue:43646 (\u201ccustom model initialization\u201d) are both v5 regressions, but there isn\u2019t enough direct evidence here to call 43644 just a symptom of 43646 or to make 43646 the canonical duplicate representative. The conservative call would be to keep that pair unaccepted or phrase it as a likely related regression, not a confirmed same-bug match." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -3493,13 +3520,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 11, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:33666", "issue:35707", @@ -3550,13 +3577,13 @@ "issue:46710" ], "soft_pairs": [ - "issue:44265|issue:44610", "issue:44062|issue:44987", + "issue:44265|issue:44610", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:45216|issue:45357", - "issue:36032|issue:41720", "issue:43531|issue:44877", + "issue:36032|issue:41720", "issue:44991|issue:46315", "issue:43425|issue:44403", "issue:43296|issue:43531", @@ -3566,232 +3593,236 @@ "issue:45812|issue:46491", "issue:43632|issue:44756", "issue:44403|issue:44991", - "issue:43381|issue:45923", "issue:43792|issue:44589", + "issue:43381|issue:45923", "issue:42796|issue:43746", - "issue:33666|issue:40444", "issue:44291|issue:44589", + "issue:33666|issue:40444", "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:35707|issue:40444", "issue:43632|issue:44534", - "issue:41553|issue:43582" + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43531|issue:44291" ], - "prepared_review_unit_hash": "5b3a90f04dac268f76efef197ead297c88b37ae7b496e2993d4a1171d9b98691", + "prepared_review_unit_hash": "91d2dfd2a19d2cd525c62a4c866908250817c62ff5684fe9886d47eb67247305", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35636, - "estimated_input_tokens": 8909, - "estimated_eval_tokens": 18074 + "soft_pair_count": 30, + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly 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.", + "summary": "These soft pairs mostly span unrelated bugs across tokenization, model loading, multimodal preprocessing, and runtime compatibility; none look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": "issue:44987 is the broadest generic v5 loading-regression report in the set, but the overall cluster is still too mixed to treat it as a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44987", "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." + "reason": "Different failures: AddedToken keyword-argument conflict vs a transformers>=5.1.0 model-loading regression." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44265", + "right": "issue:44610", "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." + "reason": "torch.export + torch_compilable_check is a graph-export issue; OmDet-Turbo is a processor/model input-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and code paths: Llava Next loading segfault vs Qwen3OmniMoe video processing ValueError." + "reason": "Both are vision-model load/processing problems, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video 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." + "reason": "Video-input regression in several Qwen models vs a rope-index scaling bug for still-image temporal positions." }, { "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." + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint content and the other is wrong visual-encoder key saving." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Distinct problems: Qwen3-MoE sliding_window behavior vs strict config blocking granite_speech loading." + "reason": "sliding_window behavior in Qwen3-MoE is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute-name conflict is unrelated to Qwen3 auto device mapping triggering cudaErrorAssert." }, { "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." + "reason": "Both concern tokenizer behavior, but one is model-specific loading failure 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." + "reason": "Torch 2.10 incompatibility is a version support issue; unnecessary loading noise is a separate UX/logging problem." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and symptoms: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue." + "reason": "PaddleOCR-VL loading failure is unrelated to Qwen3-MoE sliding_window semantics." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Unrelated code paths: fbank feature extraction vs compiled flex_attention on newer torch." + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch versions." }, { "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." + "reason": "base_model_prefix loading breakage is a model-init incompatibility; non-persistent buffer junk is a different state-loading 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." + "reason": "IterableDataset multi-image finetuning failure is not the same as still-image temporal-position scaling." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizers and failures: Granite token ID regression vs CodeLlama leading-space round-trip issue." + "reason": "Granite tokenizer wrong IDs and CodeLlama space-stripping are both tokenizer regressions, but they affect different code paths and models." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs mmap/OOM behavior on Strix Halo." + "reason": "_is_hf_initialized flag handling is a transformers v5 init issue; mmap OOM on Strix Halo is a platform-specific memory policy bug." }, { "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." + "reason": "Loading noise/logging regression is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43792", + "right": "issue:44589", "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." + "reason": "Whisper model runtime failure is unrelated to missing Float8 storage support." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different bugs: Whisper runtime failure vs missing Float8 storage registration." + "reason": "Gradient-checkpointing eval-mode incompatibility is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different subsystems and failures." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen VL training reports, but they describe different model versions and different failure modes." + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is unrelated to Float8 storage lookup." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Different compatibility issues: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are distinct training scenarios and bugs." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states reconstruction." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely different symptoms and subsystems: perplexity regression vs Whisper batch_decode special-token handling." + "reason": "High perplexity on gpt-oss is a model/eval issue, while Whisper batch_decode ignores skip_special_tokens in preprocessing output." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression after upgrade; no shared code-path evidence." + "reason": "Tokenizer BPE-marker regression is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config missing pad_token_id are separate model/config compatibility issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training scenarios and different model families; not a duplicate." + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same bug as multi-image IterableDataset finetuning failure." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both are load-time issues, but one is GGUF/v5 compatibility and the other is a missing config attribute; distinct bugs." + "reason": "Both involve transformers v5 internals, but one is initialization-flag handling and the other is buffer contents on load." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "No meaningful overlap: GGUF loading failure vs CLIPTokenizer model_max_length behavior." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length handling are unrelated tokenization/loading behaviors." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different v5 regressions affecting different internals; one is a flag, the other is buffer initialization." + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to AppleSilicon TypeError in caching_allocator_warmup." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and unexpected _is_hf_initialized init argument are different regression types." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3800,13 +3831,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 12, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:40444", "issue:41720", @@ -3820,7 +3851,6 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43531", "issue:43611", "issue:43632", "issue:43644", @@ -3838,6 +3868,7 @@ "issue:44291", "issue:44462", "issue:44466", + "issue:44479", "issue:44534", "issue:44568", "issue:44829", @@ -3853,251 +3884,252 @@ "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:44079|issue:44534", + "issue:44829|issue:45479", "issue:41720|issue:45081", "issue:44462|issue:45812", "issue:43818|issue:46402", - "issue:43611|issue:43646", "issue:43818|issue:45357", + "issue:43611|issue:43646", "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:45325|issue:45381", "issue:43454|issue:44466", "issue:43493|issue:43994", - "issue:45325|issue:45381", - "issue:45325|issue:45834", "issue:40444|issue:45381", + "issue:45325|issue:45834", "issue:42915|issue:43482", "issue:44291|issue:44877", "issue:43632|issue:45072", "issue:43873|issue:45701", "issue:43701|issue:45325", "issue:42796|issue:45381", - "issue:43296|issue:45800" + "issue:43296|issue:45800", + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "156fe70f6415e31e80a43c13f87527ee949cba1c0c66203cded97fe57a5c7208", + "prepared_review_unit_hash": "d18a4ed78c143add657c21694df90bbe66863b692e8f5ffa9fe6160627ff2236", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36010, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36626, + "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 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.", + "summary": "This cluster is heterogeneous, but it loosely centers on Transformers v5 regressions. Most pairs are only thematically similar, not true duplicates. The only strong duplicate-like pair is the SigLIP2 regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the shared v5 model-initialization/loading regression theme; it covers the most general symptom, while nearby reports are narrower or about different subsystems.", "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_issue_reason": "Issue 43646 is the best anchor for the dominant subcluster because its title is broad enough to subsume several v5 init/load breakages, whereas the others are more specific manifestations.", "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." + "reason": "Both mention model efficiency/loading, but one is quantized offload/device-map failure and the other is Qwen3 MoE training memory usage." }, { "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." + "reason": "Both concern TensorFlow-related packaging/backend setup, but one is a missing TF backend in the torch extra and the other is a tensorboard-without-TF runtime error." }, { "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." + "reason": "One is about runtime updates to special tokens/post-processing; the other is a specific BOS/EOS insertion regression in a particular tokenizer." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different failure modes and model behaviors; these do not look like one fixable regression." + "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization in v5." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate regressions." + "reason": "Both affect classification training, but the concrete failures differ: flash_attention_3 instability vs zero-loss behavior for num_labels=1." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated areas: CUDA assert with device mapping versus tokenizer regex patch crash." + "reason": "Unrelated failures: Qwen3 device-map cuda assert vs Mistral 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." + "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json in AutoTokenizer and the other is wrong Granite token IDs; not enough evidence of the same bug." }, { "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." + "reason": "Different models and failures: Video-LLaVA tower/weights issue vs Sam3 text-encoder weights not loading." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Different code paths: Video-LLaVA architecture problem vs Qwen3.5 save_pretrained key serialization bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix handling and the other is custom model initialization; not clearly 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." + "reason": "Both are batching/padding-related, but they affect different models and different mechanisms (missing padding mask vs sliding-window all-padding NaNs)." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated regressions." + "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging issue versus PaddleOCR-VL load failure in vLLM; not the same bug." + "reason": "One is a packaging/backend dependency issue; the other is a model load failure in vLLM with Transformers." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." + "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key bookkeeping." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to the bfloat16 dtype mismatch report." + "reason": "Unrelated: torch.export/torch_compilable_check failure vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper execution failure and meta-device loading breakage are different problems." + "reason": "Different failure modes and models: Whisper runtime failure vs meta-device loading breakage in v5." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; related but not clearly the same underlying bug." }, { "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." + "reason": "One is a missing lm_head weight tie causing bad generation; the other is inconsistent lm_head serialization depending on device." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy causing wrong outputs versus expected behavior." + "reason": "Both point to the same SigLIP2 implementation mismatch: one compares HF vs JAX behavior, the other reports the downstream bad outputs from that mismatch." }, { - "left": "issue:45325", + "left": "issue:40444", "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." + "accept": false, + "reason": "Both involve Qwen2.5-VL vision inputs, but one is finetuning with multiple images per prompt and the other is a video position-id regression." }, { "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." + "reason": "Different subsystems: Qwen2.5-VL positional indexing vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and different failure modes; not the same regression." + "reason": "Different models and causes: Qwen3MoE FP8 config failure vs GGUF loading failure in Transformers v5." }, { "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." + "reason": "Different issues: unexpected _is_hf_initialized arg in init_empty_weights vs strict config rejection for granite_speech." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized loading/init regression and bfloat16 dtype mismatches are separate issues." + "reason": "Different regressions: _is_hf_initialized flag handling vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenization changing across transformers versions." + "reason": "Different categories: quantization/offloading behavior vs tokenizer behavior changing across versions." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL position-id scaling are unrelated." + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen2.5-VL vision position ids." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are separate bugs." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL model loading in vLLM and torch/transformers incompatibility are different problems." + "reason": "Different compatibility problems: PaddleOCR-VL load failure in vLLM vs torch 2.4.1/Transformers 5.8 incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: Qwen video-input regression vs Gemma4 device-map forward mismatch." } ] }, "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." + "accept": true, + "feedback": "The summary is grounded in the packet: it accurately characterizes the cluster as heterogeneous with a broad Transformers v5 init/loading subtheme, and it keeps the duplicate claims conservative. The one accepted soft-edge pair (SigLIP2) is plausible from the titles, while the rejected pairs are cautiously distinguished." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4107,13 +4139,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 13, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:34634", "issue:35707", @@ -4146,12 +4178,12 @@ "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", @@ -4165,18 +4197,17 @@ "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:34634|issue:35707", "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:39692|issue:40444", - "issue:44186|issue:44265", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43377|issue:44610", "issue:46305|issue:46315", "issue:43257|issue:45923", @@ -4194,232 +4225,224 @@ "issue:43526|issue:43883", "issue:41720|issue:43322", "issue:36331|issue:42617", + "issue:43881|issue:44991", "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "24735a366b5e0d9e766fafc9564627cc55d917f0d83b2063a0336d35caf9218b", + "prepared_review_unit_hash": "581021475c7877b002934e64d07c81f40489e2f40ae6a3d4eb0a5956fddaf6a3", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36858, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36834, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "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.", + "summary": "No soft edge looks like a true duplicate: these are mostly unrelated bugs across audio, tokenization, quantization, loading, training, and multimodal processors. I would not merge any of the suggested pairs.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45920 is the strongest representative issue here: it is an open, cross-model tokenizer regression with multiple inbound references and clear user impact.", "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_issue_reason": "issue:45920 is the best standalone issue to keep as the cluster representative because it is broad, active, and well-scoped compared with the other unrelated reports.", "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." + "reason": "Different failures: Bark CPU offload device mismatch vs torch.export/torch_compilable_check export errors." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local checkpoint loading." }, { "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." + "reason": "Perplexity regression on gpt-oss vs Whisper empty-transcription generation failure; unrelated models/code paths." }, { "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." + "reason": "inputs_embeds/past_key_values generation bug vs Qwen3 auto device-map CUDA assert; not the same underlying issue." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different features and failures." + "reason": "glm-4v load failure vs sleng-bert tokenizer load failure; different model families and causes." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + "reason": "Bark voice_preset issue is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "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." + "reason": "Weight-tying bug in AyaVision is unrelated to Bamba torch.compile/SDPA failure." }, { "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." + "reason": "Bark offload device mismatch is unrelated to DAC.from_latents missing STE behavior." }, { "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." + "reason": "Documentation example errors for SigLIP2 vs Qwen2.5-VL training with iterable datasets; different problem classes." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export failures triggered by torch_compilable_check." + "reason": "Both mention device issues, but they are different models and different code paths (Qwen3 auto-map assert vs Gemma4 PLE forward mismatch)." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both mention device placement, but the models and failure modes are different." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to torch.export failures on torch_compilable_check models." }, { "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." + "reason": "MIMI batching/padding-mask discrepancy is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "A sliding-window off-by-one and tokenizer conversion slowdown are different regressions." + "reason": "MoonshineStreaming sliding-window off-by-one is unrelated to tokenizer convert_tokens_to_ids slowness." }, { "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." + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a missing supports_gradient_checkpointing flag in Nemotron trust_remote_code." }, { "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." + "reason": "Specific add_special_tokens BOS/EOS regression is not the same bug as multi-model wrong token IDs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying and bfloat16 dtype mismatches are separate issues." + "reason": "AyaVision lm_head tying problem is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer BPE-marker handling bug is unrelated to FP8 inference failure on B200." }, { "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." + "accept": false, + "reason": "These are both about offloading/quantization in a broad sense, but the concrete failures differ: dequantized model loading vs quantized offloading behavior." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "BEiT label reduction and Molmo tied-weights attribute errors are unrelated." + "reason": "Weight tying bug in AyaVision is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "A CUDA assert on Qwen3 auto device mapping and a Llava Next segmentation fault are different load-time failures." + "reason": "MIMI encoder padding-mask bug is unrelated to Perceiver non-default-resolution image classification failure." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss API breakage is unrelated to running 3d_parallel.py." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different issues." }, { "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." + "reason": "Broken FSDP CPU RAM-efficient loading is unrelated to non-persistent buffers being filled with junk." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to failing to unwrap text_config in composite Qwen multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfaults and sinq save/load breakage are unrelated." + "reason": "Llava Next loading segfault is unrelated to sinq quantized save/load corruption." }, { "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." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys." }, { "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." + "reason": "Different models and failures: Qwen3 CUDA assert vs Llava Next segmentation fault." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Padding-mask inconsistency in MIMI and Perceiver non-default-resolution failure are not the same bug." + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to 3d_parallel.py execution failure." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Perplexity regression and ineffective gradient checkpointing with PEFT LoRA are unrelated." + "reason": "glm-4v loading failure is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and apex FusedRMSNorm memory leak are different memory issues with different causes." + "reason": "Int4 quantization OOM from CUDA reserved memory is unrelated to T5 apex FusedRMSNorm memory leak." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4428,13 +4451,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 14, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:26413", "issue:28530", @@ -4459,7 +4482,6 @@ "issue:43708", "issue:43720", "issue:43873", - "issue:43881", "issue:44008", "issue:44186", "issue:44361", @@ -4486,7 +4508,6 @@ "issue:46665" ], "soft_pairs": [ - "issue:43881|issue:44991", "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44466|issue:45357", @@ -4501,254 +4522,239 @@ "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:43295|issue:45701", "issue:44186|issue:44610", - "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44008|issue:45823", + "issue:44610|issue:44898", "issue:36010|issue:42617", "issue:44423|issue:45406", "issue:45632|issue:45684", "issue:41720|issue:45161", - "issue:28530|issue:33666", "issue:43531|issue:43572", + "issue:28530|issue:33666", "issue:44671|issue:44743", "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "80ffa973683baf247f05f211d765e8008f0bdef86e1232ead3d832d0b6c7e2e4", + "prepared_review_unit_hash": "8998ee4e619138e58a63de166dafd78b99d3ed5c4a5f883d27bf4587bcbd07f2", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37328, - "estimated_input_tokens": 9332, - "estimated_eval_tokens": 18920 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "The cluster is a grab-bag of unrelated Transformers issues (trainer regressions, model-loading bugs, tokenizer/processor problems, multimodal serving crashes, quantization/offload issues). None of the soft-edge pairs look like the same underlying bug or change, so no duplicates should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43708 is the strongest single issue in the set to anchor on: it has a precise regression description, a concrete affected path (`resume_from_checkpoint` / `max_steps`), and a clear reproduction scenario. That said, the overall cluster is not a true duplicate set.", "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_issue_reason": "issue:43708 is the most actionable and well-scoped report among these unrelated issues, with the clearest failure mode and likely fix surface.", "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." + "reason": "Different models and different failures: auto device-map CUDA assert vs flash-attention generation bug." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unrelated trainer API mismatch vs Qwen3-MoE fine-grained FP8 failure." + "reason": "Different code paths: trainer `compute_loss` 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." + "reason": "Both touch serialization, but one is lm_head tying/serialization and the other is wrong visual encoder keys; not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different regression classes: strict config loading vs tokenizer loading for a specific model." + "reason": "Unrelated loading regressions: strict config handling 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." + "reason": "Video processor shape bug is unrelated to a tokenizer/version-dependent tokenization change." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression is not the same as tokenization changes." + "reason": "High perplexity on a model/dataset is not the same as version-dependent tokenization behavior." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same Sam3 family, but different subsystems: pixel decoder dummy layer vs text encoder weight loading." + "reason": "Different models and different issues: dummy Conv2d vs missing 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." + "reason": "Different runtime failures in different training setups; no shared concrete bug." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are offload/memory-related, but they describe different mechanisms and platforms." + "reason": "Quantization/offloading behavior and mmap OOM avoidance are different problems." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes vs dtype mismatches are unrelated bugs." + "reason": "Tokenizer crash and dtype mismatch are unrelated failure modes." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume iterator bug is unrelated to early-stopping metric detection." + "reason": "Resume-from-checkpoint epoch iterator failure is separate from 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." + "reason": "One is a torch.compile SDPA issue; the other is packed-weight loading during accelerate\u2014different code paths." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading issue vs trainer max_steps calculation bug." + "reason": "BLIP2 dtype propagation and trainer max_steps computation are unrelated." }, { "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." + "reason": "Weight tying in Mistral3 is unrelated to incorrect visual encoder key serialization." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to CPU offload device mismatch." + "reason": "Different models and different runtime symptoms; no evidence of same root cause." }, { "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." + "accept": false, + "reason": "Both concern custom-model usage, but one is init breakage in v5 and the other is inconsistent `from_pretrained` behavior inside Python classes." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Different vision-tokenizer/processor bugs for different models and inputs." + "reason": "Processor/tokenizer regression is not the same as broader tokenization changes." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both involve image resolution handling, but the model families and failure modes differ." + "reason": "Both involve processors, but one is tokenizer crashes on NER/batching and the other is image size mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3-MoE FP8 failure and dequantized device_map offload failure are separate loading/runtime bugs." + "reason": "Different quantization/offload failures with different load paths and models." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma model variants and different forward-path problems." + "reason": "Variable-name collision in Gemma3n forward is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch and Perceiver non-default resolution failure are different bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution issue." + "reason": "ImportError on GenerationMixin is unrelated to a 3d_parallel launch problem." }, { "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." + "reason": "Both are serving crashes, but the failing objects and root causes differ (multimodal batching vs missing processor tokenizer attr)." }, { "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." + "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Different model-parallel problems: auto device mapping vs tensor-parallel-only failure." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing `pad_token_idx` in StableLmConfig." }, { "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." + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are not the same problem." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction regression is unrelated to Qwen3.5 recurrent-state caching." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3-MoE FP8 failure is unrelated to kernels import/version constraints." + "reason": "FP8 model failure is unrelated to a pipelines import dependency/version error." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen device-mapping failure." + "reason": "Trainer API mismatch and Qwen3 auto device-map assert are different failures." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but they affect different tokenizers and different task/padding behaviors." + "reason": "Tokenizer crashes, but on different tokenizers/models and different triggers; too broad to merge." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4757,13 +4763,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 15, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28530", "issue:29159", @@ -4820,11 +4826,11 @@ "issue:42915|issue:43322", "issue:28530|issue:30064", "issue:33357|issue:35707", + "issue:43540|issue:43782", "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", @@ -4839,214 +4845,214 @@ "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:45759|issue:45859", "issue:44625|issue:45479", + "issue:44077|issue:44625", "issue:43644|issue:46665" ], - "prepared_review_unit_hash": "b370365e254ff8977dd5fc4dbba60464f35e01cd358a9c712a522e5cb11f8db1", + "prepared_review_unit_hash": "f02c73930ba064a3b8e66e980a080c6805dd095b728b9c33d08778ea89b4d5b3", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36380, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "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.", + "summary": "These issues are mostly broad but unrelated regression reports across tokenizers, multimodal processors, config serialization, offloading/quantization, and serving. The soft pairs are title-similar only and do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate stands out in this cluster; issue 44534 is the broadest cross-cutting regression and the best anchor because it describes a general Transformers v5 buffer-state bug rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the most suitable global anchor: concrete, broadly phrased, and representative of a core runtime regression, whereas the others are narrower or clearly different subsystems.", + "best_pr_reason": null, "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." + "reason": "Different failures: BEiT fast image label reduction vs GLM-4V model loading; no shared code-path." }, { "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." + "reason": "One is a Gemma config API mismatch, the other a GPTNeoX rotary_pct reload bug; related to configs but not the same issue." }, { "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." + "reason": "Both are model-loading problems, but for different models and symptoms (FineGrainedFP8Config vs Llava Next segfault)." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution and void segmentation map processing are unrelated." + "reason": "Early stopping metric selection 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." + "reason": "CLIP MacOS bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void-segmap handling and BarkProcessor voice_preset behavior are not the same bug." + "reason": "Image segmentation map handling vs BarkProcessor voice_preset behavior; separate components." }, { "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." + "reason": "Quantization/offloading bug vs T5 apex RMSNorm memory leak; distinct code paths." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Bamba SDPA/torch.compile issue is unrelated to BigBirdTokenizer special-token registration." }, { "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." + "reason": "CUDA memory growth under int4 quantization is not the same as tokenization changes across versions." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs about removed pipeline tasks are unrelated documentation issues." + "reason": "A typo in cache strategies is unrelated to docs mentioning removed pipeline tasks." }, { "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." + "reason": "Slow/fast tokenizer inconsistency is different from the T5 add_special_tokens load-time conflict." }, { "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." + "reason": "Both involve loading/offload, but one is a Bark CPU-offload device mismatch and the other is packed-weight unpacking for BitNet." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization and from_pretrained inside Python classes are not the same bug." + "reason": "Non-persistent buffer junk in v5 is a concrete runtime bug; from_pretrained-in-class inconsistency is a different API behavior issue." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and composite Qwen multimodal config unwrapping are distinct configuration issues." + "reason": "Qwen3-MoE sliding_window behavior and multimodal text_config unwrapping are separate issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "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." + "reason": "Trailing-slash local path import warning is unrelated to multimodal token counting in the video branch." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bounding-box behavior are unrelated." + "reason": "Mask2Former last-batch label dropping and SAM3 text/box behavior are different problems." }, { "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." + "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer mask-token registration." }, { "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." + "reason": "Gemma4 serve crash from missing _tokenizer is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Trainer token counting bug and progressive generation with 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." + "reason": "Bark voice_preset handling does not match Qwen3 auto device-mapping CUDA failure." }, { "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." + "reason": "Saving wrong visual encoder keys and not loading Sam3 text encoder weights are different load/save regressions." }, { "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." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as missing Float8 storage objects." }, { "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." + "reason": "A specific model load failure for ScandiBERT is different from tokenizer loading failure for est-roberta." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "patchtsmixer post_init validation and Qwen3.5 num_labels propagation are unrelated config issues." + "reason": "from_config text_config unwrapping and CPU-offload rotary embedding compatibility are different Qwen3.5 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." + "reason": "num_labels propagation in Qwen3.5 configs is not the same as degenerate zero-loss classification behavior." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "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." + "reason": "Filled non-persistent buffers and from_pretrained inside Python classes are different bug classes." } ] }, @@ -5062,23 +5068,23 @@ "component_index": 1, "component_count": 23, "review_unit_index": 16, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:30064", "issue:36010", "issue:39692", "issue:41720", "issue:42886", - "issue:43295", "issue:43381", "issue:43421", "issue:43531", + "issue:43596", "issue:43645", "issue:43653", "issue:43720", @@ -5091,6 +5097,7 @@ "issue:43994", "issue:44062", "issue:44186", + "issue:44220", "issue:44368", "issue:44451", "issue:44514", @@ -5110,7 +5117,6 @@ "issue:45381", "issue:45704", "issue:45759", - "issue:45834", "issue:45907", "issue:45923", "issue:46032", @@ -5120,254 +5126,248 @@ "issue:46693" ], "soft_pairs": [ - "issue:44898|issue:45072", "issue:44062|issue:44451", + "issue:44898|issue:45072", "issue:44987|issue:45042", - "issue:43381|issue:43844", "issue:44368|issue:45357", + "issue:43381|issue:43844", "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:43381|issue:45704", + "issue:43421|issue:43927", "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:39692|issue:43873", "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:43421|issue:44186", "issue:45081|issue:45356", - "issue:43720|issue:43819", "issue:45356|issue:45907", + "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43295|issue:45834" + "issue:43596|issue:44220" ], - "prepared_review_unit_hash": "3ebdad3fa7153436e70504979b8e3884102bb4f08f0e5d88154cc11afa5e62ff", + "prepared_review_unit_hash": "2147ff213331948b7b8830a2f1bcbee6c608d5f3d2e24292d1bb549bdf9268e5", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37069, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "serialized_chars": 37065, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "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.", + "summary": "This cluster is mostly heterogeneous; nearly all pairs are only loosely related by broad themes like tokenizers, loading, or multimodal processors. The only clear duplicate is the two identical Qwen2_5_VLProcessor padding=False reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the same bug as issue:44514 and has slightly more discussion/inbound signal, so it is the better canonical anchor.", "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_issue_reason": "issue:44545 is the best issue anchor because it is an exact duplicate of issue:44514 and has slightly more discussion/inbound signal than its twin.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both are model-runtime bugs, but one is Perceiver resolution handling and the other is bfloat16 dtype mismatch; different code paths." + "reason": "Both are tokenizer/load-related, but the concrete failures differ: AddedToken keyword handling vs loading a specific model." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer AddedToken argument conflict vs model loading failure for ScandiBERT; no shared underlying defect." + "reason": "Different subsystems and symptoms: Perceiver resolution handling versus bfloat16 dtype mismatches." }, { "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." + "reason": "One is a model loading failure, the other is an image-processor dependency regression; not the same bug." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient blow-up regression." + "reason": "A LoRA warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:43844", "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." + "reason": "Eval-mode gradient checkpointing prohibition and ZeRO-3 gradient blowup are different issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc/example errors are unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "Both involve vision models, but they are different model/processor mismatches with different expected sizes and failure modes." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and T5 apex RMSNorm leak are different bugs." + "reason": "Qwen3 auto device-map CUDA asserts and T5 RMSNorm memory leaks are unrelated code paths." }, { "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." + "reason": "A T5 memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "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." + "reason": "Sliding-window behavior in Qwen3-MoE and Jupyter custom-model initialization are unrelated." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "SmolVLM video padding bug is unrelated to FA2 long-context performance regression." + "reason": "SmolVLM video padding and FA2 long-context performance regression are different problems." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are different persistence paths." + "reason": "PEFT local checkpoint loading and sinq save/load quantization corruption do not look like the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing updates and DiaConfig token-ID persistence are different issues." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate after train are not the same bug." + "reason": "Unpacking Qwen3.5 embeddings in TRL SFT and trainer.evaluate() failing after train() are not the same failure." }, { "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." + "reason": "Both mention offline/tokenizer loading, but 44843 is a specific Mistral-regex root cause while 42886 is broader and not clearly the same bug." }, { "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." + "reason": "Composite multimodal config unwrapping and a missing gradient-checkpointing flag are unrelated." }, { "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." + "reason": "Exact same title and same crash in Qwen2_5_VLProcessor.apply_chat_template with padding=False." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + "reason": "Mamba2Mixer cache correctness and a T5 error-message issue are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs example issues and quantization/offloading behavior are different problems." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter loading and quantization offloading are different load-time problems." + "reason": "Local PEFT checkpoint loading and quantization offloading behavior do not match." }, { "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." + "reason": "Both are model-output correctness reports, but for different models and likely different code paths." }, { "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." + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are related thematically but not the same concrete bug." }, { "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." + "reason": "ImageProcessor void segmentation handling and a GenerationMixin import error are unrelated." }, { "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." + "reason": "Different Qwen VL failures: weight_only loading vs incorrect vision_position_ids in video input." }, { "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." + "reason": "Both touch fix_mistral_regex, but one is a tokenizer crash and the other is a codec/regression warning issue; not clearly the same bug." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents vs forward mismatch." + "reason": "A tokenizer regression is unrelated to list_repo_files revision forwarding." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Kimi tokenizer codec issues are unrelated to list_repo_files needing to forward revision." + "reason": "BitNet packed-weight loading and DAC latent conversion mismatch are unrelated." }, { "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." + "reason": "BigBirdTokenizer special-token registration and BitNet accelerate loading are unrelated." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "processor.tokenizer / image-to-tokenizer regression is unrelated to Kosmos2.5 long OCR input indexing." + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features are different issues." } ] }, "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." + "accept": false, + "feedback": "The duplicate judgment for issue:44514/issue:44545 is well-grounded, and choosing issue:44545 as the canonical anchor is reasonable because it has slightly more discussion/inbound signal. However, the best_issue_reason overstates the evidence by calling 44545 \"the richest context in the cluster\"; several other issues in the packet have clearly higher discussion/inbound activity. The rest of the soft-edge rejections look conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5377,13 +5377,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 17, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:30064", "issue:34634", @@ -5391,13 +5391,12 @@ "issue:36331", "issue:39692", "issue:41720", + "issue:43295", "issue:43322", "issue:43335", "issue:43531", "issue:43540", "issue:43550", - "issue:43596", - "issue:43606", "issue:43611", "issue:43618", "issue:43643", @@ -5428,6 +5427,7 @@ "issue:45081", "issue:45084", "issue:45381", + "issue:45584", "issue:45685", "issue:45834", "issue:46294", @@ -5436,7 +5436,7 @@ ], "soft_pairs": [ "issue:43550|issue:45072", - "issue:43596|issue:44220", + "issue:43295|issue:45834", "issue:43550|issue:43927", "issue:43540|issue:46294", "issue:44062|issue:44488", @@ -5460,206 +5460,206 @@ "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:43644|issue:43749", - "issue:34634|issue:36010", "issue:43322|issue:45685", - "issue:43606|issue:45072" + "issue:34634|issue:36010", + "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "925f138a788ce05fd363511d99c80eef88d0df343b842843ae9345dd66914096", + "prepared_review_unit_hash": "069859e623af41b7b18689e1693e3ef21c25c3b5fe682d56634439f9eeabffbb", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36091, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: 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, + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different models, tokenizers, loading paths, and runtime regressions. The soft pairs mostly share only broad subsystem vocabulary (e.g. v5 regressions, tokenizer/loading, Qwen, vision) rather than the same concrete underlying defect.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main recurring theme: v5 compatibility/regression breakage around model loading. It is still only a loose fit, but it is the closest \u201cumbrella\u201d issue among otherwise unrelated reports.", "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_issue_reason": "43611 is the best single issue to anchor the cluster because it is generic, central, and captures the widest compatibility failure pattern without being overly model-specific.", "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." + "reason": "Different failures: torch.compile+SDPA on Bamba vs dtype mismatches in bfloat16 on SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Unrelated paths: DeepSpeed/BertModel indexing vs audio fbank feature extraction." + "reason": "One is a processor/tokenizer regression; the other is a Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different bugs: torch.compile SDPA failure vs config save/load token ID loss." + "reason": "Unrelated model/runtime compile issue vs DiaConfig token ID persistence bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both video-related, but distinct Qwen models and different processing stages." + "reason": "Both involve Qwen video-related behavior, but one is sliding_window/MoE and the other is chat-template video token alignment; not the same bug." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer special-token TypeError is unrelated to loading cjvt/sleng-bert." + "reason": "Tokenizer AddedToken argument conflict is unrelated to loading a specific tokenizer model." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position IDs bug is unrelated to FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs bug is distinct from 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." + "reason": "Both are v5 output-related, but on different models and different code paths; not a single duplicate defect." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window issue is unrelated to trust_remote_code config loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Different loading problems: base_model_prefix breakage vs from_pretrained class usage." + "reason": "Both touch loading behavior, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to tokenizer-mapping model addition failure." + "reason": "Audio feature extraction issue vs add-new-model-like failure inside tokenizer mapping; different subsystems and failures." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC latent decoding mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different components: LayoutLMv2 tokenizer crash vs Perceiver image-resolution failure." + "reason": "Tokenizer NER/padding crash and Perceiver image-classification resolution failure are different model families and bugs." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map bug is unrelated to CustomTrainer loss signature." + "reason": "ImageProcessor void segmentation map handling is unrelated to CustomTrainer.compute_loss kwargs regression." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but different strictness/missing-field failures." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer config bug and RoPE-layer truncation are distinct model issues." + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Smollm3 RoPE layer dropping." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert in auto device mapping is unrelated to tokenizer load failure." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile SDPA failure and DAC from_latents mismatch are unrelated." + "reason": "Different model/runtime bug vs DAC forward/from_latents mismatch; no shared code-path." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." + "reason": "AutoImageProcessor URL loading and template compilation failure are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and bugs: video input ValueError vs variable-name collision." + "reason": "Qwen3OmniMoe video-input processing differs from Gemma3n audio_mel_mask variable collision." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but offline hub call and backend_tokenizer AttributeError differ." + "reason": "Same broad _patch_mistral_regex area, but one is offline model_info access and the other is missing backend_tokenizer; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Doc example/model mismatch is unrelated to Kosmos2.5 long OCR index error." + "reason": "SigLIP2 documentation mistakes are unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to removed pipeline docs." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions with no shared code path." + "reason": "Both are v5 prediction differences, but on different models and likely different regressions." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash and AutoTokenizer loading failure are different bugs." + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization and FSDP loading are different regressions." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different v5 regressions without the same defect." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Bark voice_preset bug is unrelated to GenerationMixin import failure." + "reason": "Llava Next segmentation fault and MPS histogram error in moe are unrelated runtime failures." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Llava segfault and MPS histogram support error are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different models and device/dtype mismatch contexts." + "reason": "Whisper empty transcription handling is unrelated to Kosmos2.5 OCR indexing on long inputs." } ] }, @@ -5675,13 +5675,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 18, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28218", "issue:29159", @@ -5693,6 +5693,7 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43606", "issue:43645", "issue:43716", "issue:43720", @@ -5720,7 +5721,6 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45584", "issue:45701", "issue:45834", "issue:45987", @@ -5733,7 +5733,7 @@ "issue:46665" ], "soft_pairs": [ - "issue:45584|issue:45834", + "issue:43606|issue:45072", "issue:45183|issue:45479", "issue:43716|issue:44008", "issue:43388|issue:46032", @@ -5745,218 +5745,200 @@ "issue:43577|issue:43818", "issue:46294|issue:46463", "issue:43782|issue:44977", - "issue:43421|issue:44811", "issue:44561|issue:45020", + "issue:43421|issue:44811", "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:28218|issue:29159", "issue:43645|issue:46665", "issue:43577|issue:43582", "issue:45987|issue:46192", "issue:44671|issue:45701", - "issue:34634|issue:36331", - "issue:42175|issue:45081" + "issue:42175|issue:45081", + "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "4fbda6deb32bef857389959318023375d79090baca2b2c7c86a1990cc995d81e", + "prepared_review_unit_hash": "c476fd1b2833047cdcebbf9a3f40d9a8d8e5b3f4d453ab2dee95f4ba2deb4d7b", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36326, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly 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.", + "summary": "Mostly heterogeneous bug reports with no PRs; nearly all soft pairs are false positives across unrelated subsystems. The only plausible duplicate is the tokenizer added-token spacing/inconsistency pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:29159 is the broader tokenizer inconsistency report and best captures the shared added-token spacing symptom from 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_issue_reason": "issue:29159 is the best issue anchor because it is the most general and likely to subsume the duplicate tokenizer behavior report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43606", + "right": "issue:45072", "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)." + "reason": "Different failures: device mismatch during CPU offload vs dtype mismatch in bfloat16 inference." }, { "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." + "reason": "Unrelated bugs: input validation error messaging vs degenerate classification loss." }, { "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()." + "reason": "Different multimodal model issues and different failure modes." }, { "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." + "reason": "Different subsystems: metrics gathering drops labels vs Mamba cache correctness." }, { "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." + "reason": "Both are video/vision regressions, but the models and likely code paths are different." }, { "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." + "reason": "Different areas: buffer loading corruption vs cache length return type." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "Apple Silicon allocator TypeError is unrelated to stale config dtype after from_config." }, { "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." + "reason": "One is an error-message/doc issue, the other is a model inference regression." }, { "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." + "reason": "Tokenizer loading failure and kernels import/version requirement are unrelated." }, { "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." + "reason": "Different model families and different dtype/architecture problems." }, { "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." + "reason": "Video chat-template mismatch vs T5 decoder-input validation error." }, { "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." + "reason": "Different regressions: weight_only loading error vs flash-attention generation problem." }, { "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)." + "reason": "Both mention remote_code/v5 breakage, but the titles do not point to the same concrete underlying 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." + "reason": "Processor image-size mismatch is unrelated to dtype mismatches." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 inference dtype mismatches." + "reason": "Packed-weight loading failure is unrelated to dtype inference issues." }, { "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." + "reason": "Both are migration fallout around pipeline removals, but one is runtime messaging and the other is docs cleanup." }, { "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." + "reason": "Different loading paths and different exceptions." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer behavior regression: extra spacing after an added token / slow-fast tokenizer inconsistency." }, { "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." + "reason": "Notebook custom-model initialization and from_pretrained-in-classes are different behaviors." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different problems entirely: dtype not propagated in BLIP2 vs Apple Silicon caching allocator warmup TypeError." + "reason": "Unrelated dtype-loading bug vs 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." + "reason": "Cache length return-type bug is unrelated to return_tensors being ignored." }, { "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." + "reason": "Tokenization changes may be involved, but one is a CamemBERT prediction regression and the other is a broad version-change complaint." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss unexpected num_items_in_batch are unrelated." + "reason": "Backend packaging and tokenizer regex patching are unrelated." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to the Mistral regex patch crash during tokenizer loading." + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer compute_loss signature breakage." } ] }, "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." + "feedback": "The summary stays within the packet evidence: the tokenizer pair is the only clearly plausible duplicate, and the other soft-edge rejections are phrased conservatively based on titles/subsystems without overstating linkage. No PR-pair mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -5969,13 +5951,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 19, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:36010", "issue:36331", @@ -6034,8 +6016,8 @@ "issue:43262|issue:43819", "issue:44589|issue:45042", "issue:43742|issue:45020", - "issue:45081|issue:45406", "issue:43782|issue:45325", + "issue:45081|issue:45406", "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:45084|issue:45538", @@ -6046,9 +6028,9 @@ "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", @@ -6056,20 +6038,20 @@ "issue:42490|issue:43257", "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "b19b629a30e2e67eda5ba0d4e9414c4b3eba2f6408539bb1cc606ca51d213b92", + "prepared_review_unit_hash": "f67792f8a5d9b1e73b50e3f8eb82e8f218db66bb2884601acaaa44c9a800a06f", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36592, + "serialized_chars": 36589, "estimated_input_tokens": 9148, "estimated_eval_tokens": 18552 }, @@ -6078,187 +6060,190 @@ "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.", + "summary": "Most proposed pairs are false positives across distinct models/code paths. The only clear duplicate-like pair is the Qwen3 tied-weights warning reports; the rest are too different to merge safely.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44060 is the most concrete description of the only true duplicate pair: it identifies the specific incorrect tie between `embed_tokens.weight` and `linear_attn.dt_bias`.", "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_issue_reason": "Issue 44060 is the best representative overall because it pinpoints the root cause, while 44368 is mainly a user-facing symptom of the same warning.", "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." + "reason": "Different bugs: unsafe `sys.modules` access in `modeling_utils` vs CLIP text-model structure 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." + "reason": "Unrelated failures: BigBird tokenizer special-token registration vs MXFP4 quantization fallback/loading." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both involve image processors, but they are different models and different counting/padding bugs." + "reason": "Both are image-processor geometry bugs, but they affect different models/functions and do not look like the same underlying defect." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the CUDA AMP loss crash." + "reason": "Different runtime errors in unrelated paths: Apple Silicon warmup TypeError vs 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." + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent reconstruction / missing STE behavior." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is a different code path from PIL backend torchvision dependency handling." + "reason": "Float8 storage lookup failure and PIL/torchvision backend requirement are separate loading/runtime issues." }, { "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." + "reason": "`MobileLLM-125M` key error may be a loading regression, but it is not clearly the same concrete remote-code breakage as the broader umbrella issue." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Mistral regex patching failure and Gemma4 processor missing _tokenizer are separate tokenizer/processor issues." + "reason": "Different Qwen-VL bugs: weight_only loading failure vs rope-index temporal position scaling." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL rope index scaling are different failures." + "reason": "Both involve processor/tokenizer loading, but they are different attribute failures in different models/code paths." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4 processor import breakage from mistral_common is unrelated to continue_final_message behavior." + "reason": "Both mention `mistral_common`, but one is an import failure and the other is `continue_final_message` behavior; not the same bug." }, { "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." + "reason": "Different model/runtime problems: Bamba torch.compile+SDPA vs git-oss MXFP4 quantization fallback." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error does not match CLIPTokenizer max_length misconfiguration." + "reason": "Template compilation error is unrelated to CLIP tokenizer `model_max_length` handling." }, { "left": "issue:44060", "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weights warnings, but they describe different models and different underlying warning logic." + "accept": true, + "reason": "Same underlying tied-weights warning bug: 44368 reports the warning seen in practice, while 44060 identifies the incorrect cross-layer tie causing it." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output changes in v5." + "reason": "BEiT Fast label reduction bug and RTDetrV2 output mismatch are separate vision-model issues." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-multimodal token helpers are unrelated to stale auto_mappings references." + "reason": "Video-token counting bug in multimodal processors is unrelated to removed auto-mapping config 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." + "reason": "Different multimodal/vision bugs with no shared code path." }, { "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." + "reason": "Both are tokenizer/loading regressions, but one is gguf_file support and the other is a specific model tokenizer failure; not the same defect." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3-MoE loading with accelerate+deepspeed is unrelated to multimodal token counting in video branches." + "reason": "Qwen3 MoE loading/weight conversion issue is unrelated to multimodal video token counting." }, { "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." + "reason": "Import error for `GenerationMixin` and `compute_loss` signature mismatch are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization regression are different problems." + "reason": "Different regressions: import path breakage vs Jupyter custom-model initialization failure." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "The reproduction of an older issue is unrelated to the FP8 B200 inference failure." + "reason": "A reproduction of an old issue and an FP8/B200 inference problem are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent conversion mismatch and DiaConfig token-ID persistence loss affect different components and symptoms." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency checks." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero-3 index error during Bert training is different from trainer.evaluate() failing after train()." + "reason": "Deepspeed ZeRO3/BERT index error and post-train evaluate failure are not the same code-path problem." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow in the torch extra and kernels import requirements are unrelated dependency issues." + "reason": "Packaging/dependency issues in different backends and import paths; not the same underlying bug." }, { "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." + "reason": "Packed-weight loading failure in BitNet is unrelated to OmDet processor input-size mismatch." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to Qwen3-MoE accelerate/deepspeed loading." + "reason": "Trailing-slash local model path warning and Qwen3 MoE weight conversion are different loading problems." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to MXFP4 quantization fallback in git-oss-20b." + "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 quantization fallback." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted 44060\u219444368 pair is plausibly the same tied-weights warning/root-cause issue, and the other rejections are appropriately cautious given only title-level evidence. No mergeability concerns for PR pairs were present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6267,18 +6252,18 @@ "component_index": 1, "component_count": 23, "review_unit_index": 20, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28282", "issue:29159", + "issue:29870", "issue:34567", - "issue:34689", "issue:38175", "issue:40990", "issue:42915", @@ -6324,227 +6309,224 @@ "issue:46701" ], "soft_pairs": [ - "issue:43746|issue:44811", "issue:38175|issue:44610", + "issue:43746|issue:44811", "issue:43643|issue:45759", - "issue:43854|issue:44977", "issue:44387|issue:44617", + "issue:43854|issue:44977", "issue:43257|issue:43696", - "issue:43262|issue:44811", "issue:43257|issue:43931", + "issue:43262|issue:44811", "issue:46421|issue:46424", "issue:42915|issue:43742", "issue:43329|issue:44479", - "issue:43329|issue:43450", "issue:45459|issue:45803", + "issue:43329|issue:43450", "issue:43749|issue:44756", "issue:44291|issue:45042", - "issue:43606|issue:45859", "issue:42915|issue:44821", + "issue:43606|issue:45859", "issue:34567|issue:40990", "issue:43650|issue:43906", "issue:43540|issue:46701", "issue:43927|issue:44912", "issue:43454|issue:43577", - "issue:29159|issue:34567", "issue:43525|issue:46291", - "issue:28282|issue:34689", + "issue:28282|issue:29870", + "issue:29159|issue:34567", "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "1ca35dd2ffb77b2681588ada2f950504f6513fd3e6f67d016afc19ccf8caf142", + "prepared_review_unit_hash": "011e18cfd1c6b578278957e13062835da04094726843519fbd3e5c0b3959b16d", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34918, - "estimated_input_tokens": 8730, - "estimated_eval_tokens": 17716 + "serialized_chars": 34991, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 }, "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.", + "summary": "The candidate pairs are mostly unrelated transformer bugs across different models, loaders, processors, and runtime features. No soft edges should be merged; this cluster looks heterogeneous rather than duplicate-heavy.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43749 is the strongest anchor if one must be chosen: it has the highest discussion/inbound activity and describes a broad, well-scoped runtime-loading failure with clear user impact. That said, the set is not a true duplicate cluster.", "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_issue_reason": "issue:43749 is the best issue candidate overall because it is prominent, actionable, and likely to attract related reports about loading/runtime failures. It is not a perfect canonical for the whole set since the other issues are about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Different subsystems: PEFT/local-checkpoint loading vs Whisper batch_decode skip_special_tokens." + "reason": "Different bugs: SigLIP zero probabilities vs OmDet-Turbo image size mismatch." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Unrelated bugs: zero probabilities in a vision model vs processor/model input-size mismatch." + "reason": "Different subsystems: PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but different APIs and failure modes; not the same underlying bug." + "reason": "Different composite-config issues: missing fields from trust_remote_code AutoConfig vs AutoModelForCausalLM not unwrapping text_config." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash load failure vs Qwen3.5 flash-attention generation issue." + "reason": "Both are memory-related but distinct: int4 quantization reserved memory regression vs Sam3Video CUDA OOM." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both OOM-related, but one is int4 quantization memory regression and the other is a model-specific video OOM." + "reason": "Different failure modes and models: GLM-4.7-Flash unit test load issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Weight conversion/loading bug vs a plain CUDA OOM; not the same code-path problem." + "reason": "Different causes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GPT-oss-20b CUDA OOM." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs Whisper decoding flags; distinct issues." + "reason": "Both involve Qwen models, but one is MoE weight conversion/loading and the other is a Qwen3-VL shape mismatch." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Different loading failures: MOE weight conversion with accelerate/deepspeed vs shape-mismatch loading for Qwen3-VL." + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode special-token handling." }, { "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)." + "reason": "Related cache area, but one is lazy initialization causing recompilation and the other is max_cache_length config handling." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Unrelated failures: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key error on load." }, { "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." + "reason": "Video-token counting undefined variables vs a broader v5.3.0 video input regression across Qwen VL/35 models; not the same bug." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both hide errors, but they are different functions and different bug classes." + "reason": "Both involve error handling, but tokenizer protobuf decode masking and Fuyu bare except are different code paths and bug classes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal token helper variables vs batched video processor shape bug; different layers of the VLM stack." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different memory issues: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + "reason": "Both mention loading/memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct issues." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different regressions: init_empty_weights argument handling vs an unnecessary torchvision requirement." + "reason": "init_empty_weights/_is_hf_initialized regression is unrelated to PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve CPU offload, but they are different models and different concrete failures." + "reason": "Qwen3 MoE FP8 loading failure is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different problem space: FP8 quantization failure vs loading AutoImageProcessor from URL." + "reason": "CPU offload device mismatch for bark-small is a different problem from Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "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." + "reason": "TrainerState token counter bug is unrelated to GPT-oss-20b perplexity on WikiText-2." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No meaningful relation: a placeholder issue title vs a reproduction of another tracked issue." + "reason": "The generic 'ADD THE DATA' issue is not a concrete bug and is unrelated to the isolated reproduction report." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different video-pipeline failures on different models; not a shared code-path bug." + "reason": "Qwen3OmniMoe video processing ValueError and DiffusionGemma image-text-to-text pipeline failure are different model/pipeline bugs." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token-ID loss vs MXFP4 quantization fallback; unrelated failures." + "reason": "DiaConfig custom token IDs not saved/loaded is unrelated to MXFP4 quantization fallback to bf16." }, { "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." + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug are separate generation vs dtype-loading issues." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs pipeline import breaking on kernels version/revision requirements." + "reason": "Llama4Config missing pad_token_id and importing pipelines with kernels v0.15 are unrelated configuration/import failures." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch AutoModel import error is unrelated to Bart generate() decoder_attention_mask assignment bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Missing PyTorch dependency ImportError vs a specific Llama 3.2 model-loading regression." + "reason": "Tokenizer slow/fast inconsistency does not match TrainerState num_input_tokens_seen not updating." }, { "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." + "reason": "Physical-intelligence/fast loading failure and CLIPTokenizer model_max_length bug are different loading/tokenizer issues." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6553,13 +6535,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 21, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:24643", "issue:27957", @@ -6568,7 +6550,7 @@ "issue:29159", "issue:33357", "issue:34567", - "issue:36331", + "issue:34689", "issue:38175", "issue:41720", "issue:42175", @@ -6611,11 +6593,12 @@ ], "soft_pairs": [ "issue:44568|issue:45356", + "issue:28282|issue:34689", "issue:43404|issue:45127", - "issue:43697|issue:45357", + "issue:43425|issue:46291", "issue:42915|issue:45538", + "issue:43697|issue:45357", "issue:45137|issue:45405", - "issue:43425|issue:46291", "issue:33357|issue:34567", "issue:42175|issue:43824", "issue:43742|issue:44291", @@ -6623,141 +6606,146 @@ "issue:44479|issue:46693", "issue:43317|issue:45538", "issue:44062|issue:44991", - "issue:42915|issue:43749", "issue:43577|issue:46512", + "issue:42915|issue:43749", "issue:43452|issue:43582", "issue:44849|issue:45701", - "issue:27957|issue:28282", "issue:41720|issue:43540", + "issue:27957|issue:28282", "issue:43540|issue:44560", - "issue:24643|issue:29159", "issue:44291|issue:44821", + "issue:24643|issue:29159", "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", + "prepared_review_unit_hash": "7b30cac1445679002cb013c940ba6ce0d85b956298fcc0f2828155967bbdcc88", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35884, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "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.", + "summary": "This cluster is heterogeneous: tokenizer regressions, model-loading failures, video-input bugs, dtype/config issues, DeepSpeed problems, and packaging/import errors. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style tokenization regression report, so it is the closest thing to a cluster anchor, though the set is too mixed for a strong canonical duplicate.", "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_issue_reason": "Issue 45701 is the most general and representative report in the set, with broader tokenization scope than the model-specific or environment-specific failures.", "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)." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (special-token insertion vs codec/warning handling)." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is missing-PyTorch import detection; the other is a model-loading breakage for a specific vision model. Different issues." }, { "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." + "reason": "Both involve tied weights, but one is a missing lm_head tie in model init and the other is LoRA merge collapse after vocabulary extension. Not the same bug." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "One is RTDetr output drift, the other is Qwen3.5 save_pretrained key serialization; unrelated code paths." + "reason": "Torch version incompatibility is unrelated to the kernels import requirement/revision API change." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 configuration failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length are unrelated code paths." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are not the same underlying issue." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key corruption are different model-path bugs." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Torch 2.10 compatibility and kernels revision handling are different dependency problems." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to the PEFT minimum-version packaging issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token-count updating are unrelated." + "reason": "MacOS bus error with a CLIP model and TrainerState token counter not 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." + "reason": "Backend extra-install packaging and missing Qwen2_5_VL import are different problems." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model key loading failure and init_empty_weights argument handling are distinct loading issues." + "reason": "KeyError while loading a model and unexpected _is_hf_initialized during init_empty_weights are distinct loading failures." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch import and a clearer LayoutLMv3 error message are not duplicates." + "reason": "Missing PyTorch import and LayoutLMv3 box-content validation are unrelated." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression and FA2 long-context performance regression are different bugs." + "reason": "Both mention regressions, but one is a video-input functional break and the other is a long-context performance regression." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized offload loading and tokenizer max_length behavior are unrelated." + "reason": "Dequantized model offload failure and CLIPTokenizer max_length 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." + "reason": "The tokenizer AddedToken TypeError may underlie a load failure, but the reports are not clearly the same concrete bug." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "FineGrainedFP8Config failure and FSDP CPU RAM efficient loading are not the same code path." + "reason": "One is Blip2 dtype propagation in loaded models; the other is from_config leaving config.dtype stale. Related theme, different bug." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "One concerns model weights staying float32 on load; the other is stale config dtype after from_config. Similar theme, different bug." + "reason": "Qwen3Moe FP8 config and FSDP CPU RAM efficient loading are different training/loading paths." }, { "left": "issue:43452", @@ -6769,89 +6757,92 @@ "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." + "reason": "Qwen3.5 hidden-state output bug and a broad tokenization-regression report are different issues." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "FlashAttention support for XLMRoberta and a missing PyTorch dependency are unrelated." + "reason": "Auto device mapping CUDA assert and video-input processing error in Qwen3OmniMoe are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Auto device mapping cuda assert and Qwen3OmniMoe video input ValueError are different failures." + "reason": "Flash Attention 2 behavior for XLMRoberta and missing PyTorch import detection are not the same bug." }, { "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." + "reason": "Both are video-related, but they affect different models and symptoms (ValueError vs StopIteration)." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "DeepSpeed weight-shape error and tokenizer slow/fast inconsistency do not share an underlying bug." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Unexpected _is_hf_initialized handling and loading an AutoImageProcessor from URL are unrelated." + "reason": "DeepSpeed weight-dimension RuntimeError and slow/fast tokenizer inconsistency are different problems." }, { "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." + "reason": "Packaging backend selection and a specific model-loading failure are not the same underlying issue." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both are video-input related, but the models and concrete failure signatures differ enough that this is not clearly one bug." + "reason": "GGUF loading and caching_allocator_warmup on Apple Silicon are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44849", + "right": "issue:45701", "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." + "reason": "Different concrete bugs: hidden-states handling versus broad version-dependent tokenization changes." }, { "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." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failures are different model behaviors." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token insertion and the other is a LlamaTokenizer pre-tokenizer override regression." + }, + { + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "TrainerState token-count tracking and a custom compute_loss signature break are unrelated training issues." + "reason": "Qwen3 auto-device-map CUDA assert and Qwen3OmniMoe video processing failure are different code paths." }, { "left": "issue:44568", - "right": "issue:45488", + "right": "issue:45356", + "accept": false, + "reason": "Reiterated: separate tokenizer regressions with different affected models and root causes." + }, + { + "left": "issue:42175", + "right": "issue:43824", "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." + "reason": "Different packaging/import failures; no shared concrete code path." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6860,18 +6851,20 @@ "component_index": 1, "component_count": 23, "review_unit_index": 22, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:24643", "issue:28282", - "issue:29127", + "issue:29870", "issue:32090", + "issue:34567", + "issue:36331", "issue:43257", "issue:43404", "issue:43452", @@ -6880,7 +6873,6 @@ "issue:43540", "issue:43577", "issue:43716", - "issue:43720", "issue:43742", "issue:43756", "issue:43906", @@ -6893,7 +6885,6 @@ "issue:44792", "issue:44821", "issue:44877", - "issue:44898", "issue:44913", "issue:44964", "issue:45042", @@ -6918,223 +6909,223 @@ ], "soft_pairs": [ "issue:43257|issue:43756", + "issue:34567|issue:36331", "issue:44792|issue:44964", - "issue:43742|issue:44589", "issue:44062|issue:45081", - "issue:45042|issue:45081", + "issue:43742|issue:44589", "issue:44737|issue:46463", + "issue:45042|issue:45081", "issue:43716|issue:46701", "issue:43756|issue:46399", - "issue:43756|issue:45325", "issue:43531|issue:44821", + "issue:43756|issue:45325", "issue:44568|issue:46491", - "issue:45405|issue:45600", "issue:43577|issue:45072", + "issue:45405|issue:45600", "issue:43906|issue:46468", "issue:45823|issue:46463", + "issue:24643|issue:29870", "issue:43404|issue:45987", - "issue:43906|issue:46693", - "issue:43452|issue:44488", "issue:44737|issue:45588", + "issue:43452|issue:44488", + "issue:43906|issue:46693", "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" + "issue:28282|issue:32090" ], - "prepared_review_unit_hash": "f9d6fe6461e67cc1a8f604db15b69496e69238f2ac5bb919745360484306abb3", + "prepared_review_unit_hash": "38e3db4c0b3c525de8b292d10d52756083f253fd7aef2fa2bc7903918070f9b0", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35598, - "estimated_input_tokens": 8900, - "estimated_eval_tokens": 18056 + "serialized_chars": 35588, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "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.", + "summary": "These items are mostly unrelated model/tokenizer/config bugs, so there is no strong duplicate cluster here. If a single issue must represent the group, the broad v5 tokenizer regression is the closest fit.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest and most central report in the set: it describes a multi-model tokenizer regression affecting several families and has active discussion, making it the best stand-in for this otherwise loosely related cluster.", "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_issue_reason": "issue:45920 is the most representative issue because it is broad, regression-oriented, and impacts multiple downstream models rather than a single narrow code path.", "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." + "reason": "Different bugs: one is Qwen3 MoE weight conversion/loading with accelerate+deepspeed; the other is Smollm3 RoPE-layer counting. No shared code path." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both are multimodal loading failures, but they affect different models and code paths." + "reason": "Different Trainer APIs: one is token-count tracking not updating, the other is a custom compute_loss signature change. Related to Trainer but not the same defect." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different bug types: MobileLLM key error vs missing Float8 storage during load." + "reason": "Both are model-loading failures, but one is a janus generate test failure and the other is a Phi-4 multimodal load regression. Too different to merge." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer issues, but one is AddedToken argument handling and the other is Mistral regex patching." + "reason": "Tokenizer-related crashes, but the underlying failures differ: AddedToken duplicate kwargs versus Mistral regex patch expecting backend_tokenizer." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Unrelated subsystems: image processor torchvision dependency vs tokenizer regex crash." + "reason": "Both are loading/runtime errors, but one is a MobileLLM key error and the other is a float8 storage lookup issue. No concrete overlap." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different problems: XLNet CPU tensor creation vs T5 decoder input validation messaging." + "reason": "Both mention validation/decoder behavior, but one is XLNet rotary position CPU placement and the other is T5 decoder-input error messaging. Not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is PIL backend image processors incorrectly requiring torchvision; the other is a Mistral tokenizer regex crash. Different subsystems and fixes." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both touch multimodal inputs, but the reported bugs and model families are different." + "reason": "Both involve multimodal/image-text models, but one is a Mistral-3 dtype mismatch and the other is a DiffusionGemmaGenerationOutput pipeline failure. Not the same code-path problem." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer regression is unrelated to Qwen3.5 kernel registration failure." + "reason": "Both concern Qwen3-related internals, but one is RoPE layer selection and the other is missing registration for apply_rotary_pos_emb when use_kernels=True. Different defects." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different models and symptoms: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." + "reason": "Both are generate/loading issues, but one is Qwen3-MoE sliding_window behavior and the other is AutoImageProcessor URL loading. No duplicate evidence." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Both touch Qwen3/Qwen3.5-ish rotary behavior, but one is RoPE layer dropping and the other is Qwen2.5-VL rope index scaling for images. Different models and logic." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and different encode/decode behavior." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion in mdeberta-v3-base and the other is CodeLlama leading-space round-trip loss. Distinct symptoms and fixes." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Packaging/versioning issue vs stale auto_mappings references; not the same bug." + "reason": "Both are dtype-related, but one is BLIP2 model/qformer dtype staying float32 and the other is CI inference mismatches in SwitchTransformers/TimmWrapperModel. Not the same underlying bug." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Different dtype-mismatch bugs in different model families and execution paths." + "reason": "Both are repository maintenance/config issues, but one is a PEFT version bump and the other is stale auto_mappings references breaking CI. Different concrete problems." }, { "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." + "reason": "One is an isolated reproduction of an earlier issue; the other is a broken official Nemotron example. No evidence they share the same bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device placement bug is unrelated to T5 decoder validation errors." + "reason": "Both are model usage failures, but one is Gemma4 PLE device mismatch on forward and the other is a T5 decoder-input validation message bug. Different path and symptom." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Both are generation/training errors, but one is a DeepSpeed weight-dimension RuntimeError and the other is a Bart generate() UnboundLocalError. Not duplicates." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Weight-tying defect and cache-length return-type defect are separate code-path issues." + "reason": "Both involve model state/config tracking, but one is Mistral3 lm_head weight tying and the other is TrainerState token counting. Different layers of the stack." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Reproduction of an issue and a FlashAttention performance regression are unrelated." + "reason": "Both involve runtime errors in model internals, but one is XLNet CPU arange placement and the other is flash_attention sink-less s_aux handling. No same code path." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but the affected models and failure mechanisms do not match." + "reason": "Both mention loading tokenizers/models, but one is gguf_file support and the other is loading cjvt/sleng-bert. Different failure modes and likely different fixes." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "CPU placement bug in XLNet is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "One is a specific isolated reproduction issue; the other is a performance regression with FA2 long-context generation. Different class of problem." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config-handling problems: num_labels propagation vs strict config loading." + "reason": "Both are config propagation/loading bugs, but one is num_labels not copied into Qwen3.5 text config and the other is strict config blocking granite_speech. Not the same defect." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Image-processor label reduction bug is distinct from sequence-classification zero-loss behavior." + "reason": "Both concern label handling, but one is BeitImageProcessorFast reduce_labels returning only one label and the other is zero-loss classification when num_labels=1. Different behavior and layers." }, { "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." + "reason": "Both are Qwen3.5-related regressions, but one is incorrect visual encoder keys in save_pretrained and the other is wrong token IDs from AutoTokenizer across many models. Not mergeable." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input parsing and FA2 long-context performance are unrelated bugs." + "reason": "Both mention generation, but one is a video-input ValueError in Qwen3OmniMoe and the other is a performance regression with FA2 long-context generation. Different issues." }, { "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." + "reason": "Both touch config handling, but one is GPTNeoX rotary_pct not persisting and the other is JSON-loaded ignore_keys_at_rope_validation causing TypeError. Different specific bugs." }, { "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." + "reason": "Both are import/runtime environment errors around model use, but one is missing PyTorch import support and the other is Trainer passing NoneType into _gpu_broadcast_one. Not the same underlying bug." } ] }, @@ -7150,18 +7141,16 @@ "component_index": 1, "component_count": 23, "review_unit_index": 23, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:28282", "issue:29159", "issue:33357", - "issue:35141", "issue:38175", "issue:41762", "issue:42898", @@ -7175,8 +7164,10 @@ "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43742", "issue:43749", + "issue:43756", "issue:43819", "issue:43994", "issue:44361", @@ -7202,26 +7193,27 @@ "issue:46050", "issue:46170", "issue:46178", + "issue:46402", "issue:46463", "issue:46491", "issue:46701" ], "soft_pairs": [ + "issue:43720|issue:44898", "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:43653|issue:44361", "issue:43525|issue:46701", + "issue:43819|issue:44811", "issue:43994|issue:44898", - "issue:38175|issue:43295", "issue:43452|issue:44843", + "issue:38175|issue:43295", "issue:44936|issue:45823", "issue:45372|issue:46170", "issue:43531|issue:43742", @@ -7230,178 +7222,191 @@ "issue:43646|issue:43749", "issue:43653|issue:44568", "issue:43577|issue:43697", + "issue:43452|issue:43577", + "issue:43295|issue:45356", "issue:44464|issue:44743", "issue:29159|issue:33357", - "issue:43295|issue:45356", - "issue:43452|issue:43577", + "issue:43756|issue:46402", "issue:43688|issue:45704" ], - "prepared_review_unit_hash": "82f7197afe751e6fcedfaaa745c4dc64fe7ff6422697fe93e0a87b92b0b07ff8", + "prepared_review_unit_hash": "c44d2461a72034c009c8e9ba5f4eebb2136d1f52549dbb54eeb9c8ec7df079d0", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35894, - "estimated_input_tokens": 8974, - "estimated_eval_tokens": 18204 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "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.", + "summary": "The set is broadly heterogeneous: mostly distinct Transformers regressions spanning tokenizers, model loading, generation, and backend handling. No soft pair looks like a clear duplicate on the evidence given, so I would not merge any of them into the same issue cluster.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 regression report in the set, but overall the collection is too diverse for a strong single canonical anchor.", "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_issue_reason": "issue:43646 is the most umbrella-like issue title and best fits a cluster-level representative, though it is still not a true duplicate magnet for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different models and failures: BitNet packed-weight loading vs Perceiver interpolation at non-default resolution." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "PyTorch ImportError vs tied-embedding reinitialization; unrelated code paths." + "reason": "Different bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve missing config fields, but the concrete bugs and affected paths differ." + "reason": "Both involve config fields, but one is missing fields from trust_remote_code AutoConfig and the other is a model-specific strict-drop field bug." }, { "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." + "reason": "Both mention tied weights, but the titles point to different symptoms and scopes; not enough to treat as the same concrete bug." }, { "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." + "reason": "Unrelated model-specific issues: Gemma 4 token type defaults vs 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." + "reason": "Gemma3 DeepSpeed loading crash and trainer.evaluate after train are unrelated code paths." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and failures; no shared underlying bug." + "reason": "Different tokenizers and different failures; both are loading issues but not the same 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." + "reason": "Position-id key warnings across models vs sinq quantized save/load breakage are not the same defect." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." + "reason": "Auxiliary loss normalization and FSDP RAM-efficient loading are unrelated." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Both are tokenizer-related, but one is special-token registration and the other is an AttributeError on tasks." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id error is unrelated to DiffusionGemma image-text pipeline failure." + "reason": "Llama4 config padding-field error and DiffusionGemma pipeline failure are unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different image-model regressions with different symptoms and code paths." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode special-token handling are different code paths." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero-probabilities bug is not the same as processor.tokenizer/image-tokenizer regression." + "reason": "Different vision-model regressions with different triggers and symptoms." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage is not the same as unconditional model_info() offline-mode failure." + "reason": "AutoTokenizer/AutoModel gguf_file breakage and mistral_regex offline model_info calls are separate loader regressions." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and processor.tokenizer regression are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure vs Gemma4 PLE device-mismatch forward bug are unrelated." + "reason": "Trainer lifecycle bug and Gemma4 device mismatch during forward are different issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor loading/import dependency issue is unrelated to Windows ROCm torch.distributed import errors." + "reason": "Gemma 4 processor import dependency failure and Windows ROCm torch.distributed failure are unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error do not share the same underlying bug." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is not the same as tensorflow_text missing-backend mapping." + "reason": "Both concern backend dependencies, but they are distinct missing-backend/reporting problems." }, { "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." + "reason": "Generic v5 tokenization-space behavior change vs CodeLlama leading-space round-trip regression are not the same concrete bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and concrete behaviors." + "reason": "Different tokenizer special-token problems with different models and APIs." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to RTDetrV2 output differences." + "reason": "Blip2 dtype propagation and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model loading via gguf_file and Blip2 dtype handling are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around tokenizers/processors, but the affected models and failure modes differ." }, { "left": "issue:44464", @@ -7413,25 +7418,19 @@ "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." + "reason": "Tokenizer inconsistency and MacOS bus error on CLIP are unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "gguf loading breakage is unrelated to BLIP2 dtype mismatch." + "reason": "Smollm3 RoPE-layer issue and Sam3 text-encoder weight loading are different model-specific defects." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization bug is unrelated to T5 apex.FusedRMSNorm memory leak." + "reason": "Auxiliary-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated." } ] }, @@ -7447,13 +7446,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 24, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:32090", "issue:33666", @@ -7466,7 +7465,9 @@ "issue:43295", "issue:43493", "issue:43504", + "issue:43525", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43643", @@ -7474,7 +7475,6 @@ "issue:43688", "issue:43720", "issue:43742", - "issue:43756", "issue:43782", "issue:43825", "issue:43927", @@ -7500,12 +7500,10 @@ "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", @@ -7516,8 +7514,8 @@ "issue:33666|issue:36010", "issue:43688|issue:45440", "issue:43742|issue:44821", - "issue:32090|issue:33666", "issue:44734|issue:46612", + "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:41720|issue:44464", "issue:44464|issue:44977", @@ -7526,238 +7524,239 @@ "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:33666|issue:36331", "issue:43643|issue:44561", + "issue:43278|issue:43688", "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" + "issue:43493|issue:43825", + "issue:43525|issue:43572" ], - "prepared_review_unit_hash": "b2917d0be3a6be352e0508757fed12a05d5272f02cb2632d9997632c8af1c699", + "prepared_review_unit_hash": "3ae5f08188cb761aa9eb5d31245cbd9c552916c4d9834d9895d92339fed29867", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37444, - "estimated_input_tokens": 9361, - "estimated_eval_tokens": 18978 + "serialized_chars": 37418, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "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.", + "summary": "These items are mostly unrelated Transformers issues across different model families and failure modes. No soft pair looks like the same underlying bug or change, so all candidate links are rejected.", + "confidence": 0.19, + "canonical_issue_reason": "If one issue must stand in for the cluster, `issue:44561` is the broadest umbrella: a v5.0 regression breaking `trust_remote_code` models. The rest are mostly model-specific loading, generation, dtype, or docs problems rather than one shared root cause.", "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_issue_reason": "`issue:44561` is the best representative because it describes a general version-wide compatibility break affecting many remote-code models, which is closer to a cluster-level theme than the other highly specific issues.", "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)." + "reason": "Both mention token IDs/tokens, but one is a tokenizer special-token registration bug and the other is a config persistence bug; different components and root causes." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenizer/version changes are unrelated code paths." + "reason": "Aux-loss normalization and tokenization changes are unrelated subsystems and failure modes." }, { "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." + "reason": "Both are tokenizer-loading problems, but one is an offline/model_info patching bug and the other is a specific model tokenizer load failure." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are different multimodal/model-config bugs." + "reason": "Video-input regression for Qwen VL models is not the same as missing `num_labels` propagation in Qwen3.5 config." }, { "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." + "reason": "Both involve NaNs, but one is a sliding-window attention embedding bug and the other is a classification-head init/checkout issue." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to MLukeTokenizer task attribute errors." + "reason": "Torch.compile/SDPA behavior for Bamba is unrelated to an MLukeTokenizer AttributeError." }, { "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." + "reason": "Default shard size and AutoProcessor kwarg forwarding are different save/load API issues." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and different defects; not the same underlying bug." + "reason": "Both are model-quality regressions, but they affect different architectures and different code paths; not the same bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated loading paths." + "reason": "Loading a text model and loading an image processor from URL are different failures." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as Qwen2-VL multi-GPU training." + "reason": "Both touch generation cache logic, but one is server KV-cache continuation indexing and the other is beam-search cache reorder omission; not the same concrete bug." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "KV-cache continuation indexing and beam-search cache reorder are different generation bugs." + "reason": "A generic Trainer broadcast TypeError is not the same issue as Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Device-dependent tied-weight serialization differs from sinq quantized save/load breakage." + "reason": "Inconsistent lm_head serialization and broken sinq quantized save/load are both serialization-related, but they are distinct mechanisms." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + "reason": "Auto device mapping causing cudaErrorAssert is unrelated to chunked generation mismatches under compiled forward." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but the failure modes and implicated code paths are different." + "reason": "Both affect generation correctness, but one is compiled-forward chunking and the other is flash-attention behavior in Qwen3.5; different bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT legacy-field loading and Bamba torch.compile SDPA are unrelated." + "reason": "A legacy-field load issue in BEiT segmentation is unrelated to Bamba compile/SDPA behavior." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field preset loading and BitNet packed-weight accelerate loading are different bugs." + "reason": "Legacy-field model loading and BitNet packed-weight unpacking are different load-path problems." }, { "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." + "reason": "One is incorrect generation output with flash-attention; the other is a performance regression with FA2 and long context." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Pretrained preset loading and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "BEiT pretrained loading and OmDet-Turbo processor 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." + "reason": "A dtype propagation bug in BLIP2 is not the same as an MPS attention correctness issue." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." + "reason": "BitNet accelerate-loading behavior and DiaConfig token ID persistence are unrelated." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Embedding dtype mismatch and auxiliary-loss normalization are different model-training bugs." + "reason": "A multi-GPU training report and a `compute_loss` signature change are different trainer issues." }, { "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." + "reason": "Both involve trust_remote_code regressions, but one is missing config fields from `AutoConfig` and the other is an `is_torch_fx_available` removal breakage; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to DiaConfig token ID persistence." + "reason": "CPU offload device mismatch is unrelated to lost config token IDs." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." + "reason": "Qwen3VL weight_only loading failure and FA2 long-context performance regression are different problems." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-tokenizer regression are different processor bugs." + "reason": "Audio chat-template sampling-rate defaults and processor/tokenizer API regression are distinct processor issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs-example mistakes and SigLIP2 implementation divergence are not the same underlying issue." + "reason": "Documentation example errors are not the same as SigLIP2 implementation divergence." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure and unreleased PEFT version bump are unrelated." + "reason": "A model-loading regression and an 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." + "reason": "BitNet loading and MLukeTokenizer attribute errors do not share a code path." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to the pipeline translation-task error message regression." + "reason": "SigLIP2 implementation mismatch and a pipeline error-message mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config fields, but they affect different models/config keys and are not the same bug." } ] }, @@ -7773,13 +7772,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 25, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28218", "issue:33357", @@ -7790,10 +7789,10 @@ "issue:43278", "issue:43295", "issue:43299", + "issue:43334", "issue:43452", "issue:43493", "issue:43504", - "issue:43525", "issue:43572", "issue:43575", "issue:43606", @@ -7832,7 +7831,6 @@ ], "soft_pairs": [ "issue:44554|issue:46365", - "issue:43525|issue:43572", "issue:44514|issue:45290", "issue:44625|issue:45584", "issue:44977|issue:46209", @@ -7844,225 +7842,226 @@ "issue:43278|issue:43844", "issue:43493|issue:43844", "issue:39692|issue:43295", - "issue:33357|issue:33666", "issue:44849|issue:46209", + "issue:33357|issue:33666", "issue:43646|issue:44466", - "issue:43278|issue:43701", "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43278|issue:43701", "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:44589|issue:45520", "issue:43824|issue:44589", + "issue:44488|issue:44843", "issue:44568|issue:45812", "issue:43504|issue:43606", - "issue:44488|issue:44843" + "issue:43334|issue:43572" ], - "prepared_review_unit_hash": "7ccf845811365d3c2949663a71319801f113793eca98ac36f5f2b81e5185ab7b", + "prepared_review_unit_hash": "bfc114bd0b4c46b1c8b71795882105ac59a8e1e48cf937a284cb7a88c749407f", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36398, - "estimated_input_tokens": 9100, - "estimated_eval_tokens": 18456 + "serialized_chars": 36451, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "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.", + "summary": "This cluster is very heterogeneous: most items are unrelated tokenizer, model-loading, training, and config regressions. No soft pair clearly shares the same underlying bug/change, so I rejected them all. If forced to pick a weak canonical issue, 45812 is the broadest tokenizer-regression anchor.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenization regression here: it is a silent v4\u2192v5 AutoTokenizer bug, affects all Granite models, and has the strongest cross-cutting impact/inbound references among the tokenizer-related items.", "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_issue_reason": "issue:45812 is the best global representative because it captures a general tokenizer regression rather than a model-specific one, and it is the most broadly impactful issue in the set.", "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." + "reason": "Different subsystems and failure modes: MPS attention correctness vs Trainer import broken by datasets." }, { "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." + "reason": "Both involve apply_chat_template, but the triggers are different enough (batched padding=False vs assistant tool-call/no-content) that they do not look like the same bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated models and symptoms: Qwen3.5 config propagation vs Whisper empty-transcription generation failure." + "reason": "Unrelated regressions: Qwen3.5 num_labels propagation vs Whisper empty transcription generation after token alignment." }, { "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." + "reason": "Different concrete problems: Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200." }, { "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." + "reason": "Both are loading-related, but one is gguf_file path handling for AutoTokenizer/AutoModel and the other is a specific model load failure for ScandiBERT; not the same bug." }, { "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." + "reason": "Device-mismatch during forward is not the same as quantized model save/load breakage." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing regression and a MacOS bus error in CLIP are unrelated failures." + "reason": "Tokenizer spacing bug and MacOS CLIP bus error are unrelated." }, { "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." + "reason": "Wrong SigLIP2 outputs and silently ignored return_tensors are different tokenizer/processor issues with no shared code-path evidence." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention inference are different bugs." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during eval and ZeRO-3 gradient growth are separate training/runtime issues." + "reason": "Embedding dtype drift in eval is not the same bug as gradient explosion under ZeRO-3." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient regression are unrelated." + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient instability are distinct problems." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors and a processor/tokenizer regression are not the same underlying issue." + "reason": "Both touch multimodal processor/model usage, but one is a SigLIP2 doc example error set and the other is a regression in processor.tokenizer/images handling." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "Qwen3.5 hidden_states bug and FP8 inference-on-B200 bug are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and FP8/B200 inference failure do not share a concrete code path." + "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different regressions." + "reason": "Custom model initialization breakage is unrelated to lm_head.weight serialization differences." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are separate failures." + "reason": "Both are tokenizer regressions in v5+, but they affect different models and different tokenizer behaviors; not enough evidence they are the same underlying bug." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and symptoms; the titles do not indicate the same specific bug." + "reason": "FP8 inference failure on B200 is unrelated to DeepSeek-R1 accuracy regression after upgrade." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "A failing janus test and an unreleased minimum PEFT version are unrelated." + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are unrelated training issues." }, { - "left": "issue:43575", + "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and a dependency version bump are unrelated." + "reason": "Janus image generation test failure and MIN_PEFT_VERSION bump are unrelated." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "FP8 inference on B200 and accuracy regression after a Transformers upgrade are different issues." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT version bump." }, { "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." + "reason": "Custom token ID loss in DiaConfig and MLukeTokenizer AttributeError are different code paths." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and incorrect visual-encoder key serialization are different bugs." + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are distinct issues." }, { "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." + "reason": "Both concern Qwen3 MOE/Qwen3VL loading, but the symptoms and code paths differ enough that they do not look like one bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError are unrelated runtime/import problems." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing class and a Float8 storage lookup error are unrelated." + "reason": "Qwen2_5_VL import error and Float8 storage lookup failure do not share the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert and HF_HUB_OFFLINE breakage in _patch_mistral_regex 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." + "reason": "Both are tokenizer regressions, but 44568 is about add_special_tokens/BOS-EOS on one tokenizer while 45812 is a broad AutoTokenizer wrong-ID regression across Granite models; different underlying bugs." }, { "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." + "reason": "BEiT pretrained preset loading and bark-small CPU-offload device mismatch are unrelated." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "A model-specific load failure and an offline-mode regression in _patch_mistral_regex are different root causes." + "reason": "Qwen3-VL pad_token_id missing and StableLm pad_token_idx missing are similar-looking config issues, but they affect different model families and are not clearly the same underlying defect." } ] }, @@ -8078,13 +8077,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 26, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:15354", "issue:28218", @@ -8135,9 +8134,8 @@ "issue:46752" ], "soft_pairs": [ - "issue:43606|issue:44112", - "issue:43334|issue:43572", "issue:43334|issue:45759", + "issue:43606|issue:44112", "issue:43572|issue:44291", "issue:45245|issue:46710", "issue:44493|issue:46285", @@ -8150,209 +8148,203 @@ "issue:44869|issue:46752", "issue:43844|issue:44964", "issue:43873|issue:46050", - "issue:29942|issue:30333", "issue:43994|issue:44493", + "issue:29942|issue:30333", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:42490|issue:43696", "issue:45084|issue:45520", "issue:44977|issue:46701", + "issue:43065|issue:46369", "issue:28218|issue:34567", - "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:43065|issue:46369", + "issue:15354|issue:38175", "issue:44423|issue:44734" ], - "prepared_review_unit_hash": "9d4ed38a3ea5bb6acc271a6139673cbd69af2b95c31d768de814bc07874915c7", + "prepared_review_unit_hash": "b28358a882847f17ddec635922746b97fdbe072d555e33dd465bc7a7da45090b", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35290, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "soft_pair_count": 26, + "serialized_chars": 34995, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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, + "summary": "The soft pairs are mostly superficial overlaps by subsystem or model family, not true duplicate bugs. I would reject every proposed merge; the set is heterogeneous and does not form one coherent issue cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45759 is the closest candidate because it is the broadest multimodal-config-loading report in the set, but the overall collection is too heterogeneous to treat it as a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45759 is the least narrow issue among the items, but it still only fits a small subset of the set and is not a good global representative for the whole cluster.", "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", + "right": "issue:45759", "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`)." + "reason": "Same general Qwen multimodal loading area, but one is a missing pad_token_id on Qwen3-VL and the other is from_config failing to unwrap text_config; different root causes." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43606", + "right": "issue:44112", "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." + "reason": "Both mention CI/device behavior, but one is a CPU offload mismatch in suno/bark-small and the other is a stale GraniteSpeech test on CI; not the same bug." }, { "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`." + "reason": "Both are transformer-init regression reports, but one is missing pad_token_idx in StableLmConfig and the other is an unexpected _is_hf_initialized argument; distinct fixes." }, { "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." + "reason": "Completely different failures: category-count limit error versus an accuracy regression after upgrade." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP structural inconsistency are unrelated model-shape/API issues." + "reason": "Different code paths and symptoms: unexpected position-id key versus CLIP text-model structure inconsistency." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading and a tokenizer special-token registration bug are different subsystems." + "reason": "One is a legacy-field model-loading bug; the other is tokenizer special-token registration/empty decode output." }, { "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." + "reason": "Chunked generation with compiled forward is unrelated to cache max length being honored only 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." + "reason": "GenerationConfig validation failure and image-text pipeline breakage are different bugs with different surfaces." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward output inconsistency is unrelated to Whisper empty-transcription generation after special-token alignment." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription behavior after align_special_tokens." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only fine-tuning defaults and multi-GPU CUDA OOM are separate Gemma4 issues." + "reason": "mm_token_type_ids defaulting to zeros and multi-GPU CUDA OOM are not the same underlying issue." }, { "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." + "reason": "Both are Gemma4 inference reports, but one is OOM and the other is a PLE device-mismatch during forward; different bugs." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and empty chat-template input crash are unrelated input-edge cases." + "reason": "Whisper timestamp decode crash and apply_chat_template empty-list IndexError are unrelated failures." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient growth and Phi-4 multimodal load failure do not share the same defect." + "reason": "ZeRO-3 gradient explosion is unrelated to a model-loading failure for Phi-4 multimodal." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offload behavior and save/load breakage for sinq-quantized models are different concrete bugs." + "reason": "Both involve quantization/offloading broadly, but one is offloading not working as expected and the other is broken save_pretrained/from_pretrained behavior." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention test failures and MLFlow reporting on failed jobs are unrelated." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms with different likely fixes." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Siglip2 incorrect outputs and unexpected position-id keys are not the same code-path problem." + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated subsystems." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and quantized-model persistence issues are unrelated." + "reason": "flash_attention.py crashing on s_aux=None is not the same bug as quantized model save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and `_gpu_broadcast_one` NoneType error are different layers and bugs." + "reason": "Tokenizer slow/fast inconsistency and _gpu_broadcast_one rejecting NoneType are unrelated." }, { "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." + "reason": "Local-path import warning with trailing slash and GPT-oss CUDA OOM are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Non-template-node compilation failure and flash_attn import KeyError on Python 3.13 are different issues." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are distinct model-specific issues." + "reason": "Qwen3.5 flash-attention generation problems and DiffusionGemma pipeline failure do not share the same code path." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token accounting are different components." + "reason": "Same SAM3 family, but a dummy Conv2d in the decoder and a memory overflow in sam3-litetext are not clearly the same bug." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." + "reason": "Tokenizer added-token spacing and TrainerState token-count updates 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." + "reason": "MPS attention correctness with mismatched head dims and a flex_attention import version check are separate problems." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow when calling sam3-litetext." + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero probabilities have no concrete overlap." }, { "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." + "reason": "Both are serve/runtime crashes, but continuous-batching multimodal failure and KV-cache continuation indexing are different code paths." } ] }, @@ -8368,17 +8360,18 @@ "component_index": 1, "component_count": 23, "review_unit_index": 27, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:28218", - "issue:35141", + "issue:29870", + "issue:29942", "issue:37428", + "issue:38175", "issue:39692", "issue:41720", "issue:42490", @@ -8402,7 +8395,6 @@ "issue:44112", "issue:44186", "issue:44466", - "issue:44521", "issue:44554", "issue:44610", "issue:44849", @@ -8411,7 +8403,6 @@ "issue:45127", "issue:45198", "issue:45200", - "issue:45290", "issue:45356", "issue:45381", "issue:45406", @@ -8431,247 +8422,240 @@ "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:45588|issue:45759", + "issue:43295|issue:43450", "issue:43540|issue:45200", - "issue:43295|issue:43873", "issue:45200|issue:45823", "issue:44186|issue:46192", + "issue:43295|issue:43873", "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:43450|issue:43575", + "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:43572|issue:44987", + "issue:43450|issue:43575", "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:42490|issue:43493", "issue:44466|issue:45127", - "issue:43653|issue:44112", + "issue:38175|issue:43493", "issue:39692|issue:46192", + "issue:43653|issue:44112", "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:45381|issue:46209", - "issue:44521|issue:45290" + "issue:45381|issue:46209" ], - "prepared_review_unit_hash": "fe301a937df017e95881a113376d47a00ec268e17ee00cea587fc6cc3379752a", + "prepared_review_unit_hash": "019e2afa0349e6b01c9be8385ce0e2e7f97bc4f2df796087a0b4e9b5b7c11f69", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37302, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "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.", + "summary": "This cluster is highly heterogeneous: the issues span generation bugs, tokenizer/processor regressions, model-loading/import failures, vision/video preprocessing, device-map/offloading, and training/runtime correctness. None of the soft pairs look like the same underlying bug or change, so I\u2019d keep them separate. I\u2019d use the offloading/quantization report as the representative issue only because it has the most activity.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 has the strongest engagement signal in the set (many comments and inbound references) and is a concrete runtime bug, but the cluster is not actually a coherent duplicate group.", "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_issue_reason": "issue:43873 is the best standalone representative because it is well-discussed, has inbound references, and describes a clear actionable bug around quantization/offloading behavior.", "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." + "reason": "Both are bug reports, but one is SigLIP2 implementation discrepancy and the other is a resume_from_checkpoint key mismatch; different code paths and symptoms." }, { "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." + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are unrelated failures." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and RoPE validation TypeError are unrelated code paths." + "reason": "Gemma4Processor _tokenizer attribute crash and rope-validation list TypeError affect different layers of the stack." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Mistral3 lm_head tying bug vs DeepSeek-R1 accuracy regression; different models and mechanisms." + "reason": "lm_head weight tying in Mistral3 is a model-weighting bug, while the DeepSeek issue is an accuracy regression; not the same bug." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch CI issue vs Wav2Vec2 save/tokenization failure; not the same bug." + "reason": "dtype mismatches in SwitchTransformers/TimmWrapperModel do not match Wav2Vec2 save/tokenization failures." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Processor.tokenizer regression vs batched video processor shape bug; different components." + "reason": "Both involve model loading, but one is a missing flash-attention helper import and the other is meta-device loading breakage; different root causes." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention crash on sink-less models vs AutoModelForCausalLM text_config unwrapping; unrelated." + "reason": "flash_attention.py crashing on s_aux=None is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Missing flash-attention helper import vs meta-device loading breakage; different import/load paths." + "reason": "Processor.tokenizer regression and batched video shape bug are both processor issues, but they are separate code 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." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal input problems." }, { "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." + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are both Gemma4-related but 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." + "reason": "LayoutLMv2Tokenizer crashing on NER/batched padding is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "A processor.tokenizer regression and quantization/offloading behavior are unrelated subsystems." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device placement mismatch vs argument-handling bug; unrelated." + "reason": "Device placement in Gemma4 PLE is unrelated to the return_tensors/text_kwargs precedence bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression vs OmDet-Turbo image size mismatch; different models and symptoms." + "reason": "Both are processor-facing regressions, but one is about tokenizer access and the other about video input sizing." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Batched video shape bug vs tp OOM on Qwen2-57B; not the same code path." + "reason": "Bart generate UnboundLocalError and failing Flash Attention 2 tests are not the same failure." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError vs BACKENDS_MAPPING validation error; unrelated import machinery." + "reason": "flash_attn import handling on Python 3.13 and an unsupported tensorflow_text backend mapping are unrelated import/configuration issues." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig and a load failure for physical-intelligence/fast are different regression reports." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bugs do not match Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "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." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to ZeRO-3 gradient growth in training." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "generation kwargs sync issue vs Qwen3.5 hidden_states bug; different internals." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output bugs are different generation path problems." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLm config gap vs meta-device loading breakage; not the same issue." + "reason": "StableLmConfig pad_token_idx regression and meta-device loading breakage are not the same defect." }, { "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." + "reason": "MPS attention correctness with mismatched head dims and Kimi tokenizer regression are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "flash_attention helper import error vs missing Qwen2_5_VL export; different missing symbols." + "reason": "These are both import errors, but one is a missing flash-attention utility and the other is a missing Qwen2.5-VL model export." }, { - "left": "issue:43295", + "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "processor/tokenizer regression vs SigLIP2 implementation mismatch; different models and failure modes." + "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy have no shared underlying bug." }, { "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." + "reason": "Inconsistent lm_head serialization by device and LoRA-merge collapse with extended vocab may both touch tied weights, but the symptoms and triggers differ." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale device override test; unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and broader HF-vs-JAX discrepancy are related by model family only, not clearly the same bug." }, { "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." + "reason": "SigLIP2 doc-example errors and return_tensors being ignored are unrelated." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype change in eval vs Qwen3 MoE memory inefficiency; not the same issue." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override failures are separate CI/runtime issues." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer extra space after added token vs embedding reinit after resize; both tokenizer/model-adjacent but distinct bugs." + "reason": "BF16-to-FP32 embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory inefficiency." }, { "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." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different hardware/model issues." } ] }, @@ -8687,16 +8671,16 @@ "component_index": 1, "component_count": 23, "review_unit_index": 28, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:29942", - "issue:32090", + "issue:28218", + "issue:35141", "issue:38175", "issue:41720", "issue:42915", @@ -8710,7 +8694,6 @@ "issue:43526", "issue:43550", "issue:43606", - "issue:43653", "issue:43819", "issue:43824", "issue:43827", @@ -8721,6 +8704,7 @@ "issue:44206", "issue:44442", "issue:44479", + "issue:44521", "issue:44561", "issue:44610", "issue:44792", @@ -8729,6 +8713,7 @@ "issue:45083", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45412", "issue:45520", @@ -8744,6 +8729,8 @@ "issue:46512" ], "soft_pairs": [ + "issue:44521|issue:45290", + "issue:28218|issue:35141", "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43452|issue:46512", @@ -8752,223 +8739,214 @@ "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:43819|issue:44112", "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:43335|issue:43550", "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" + "issue:43606|issue:45083", + "issue:38175|issue:45412" ], - "prepared_review_unit_hash": "a6ef0b71f67d9869392dccfe0ce69b239cdf846dae1fa72a51bc0e0ffd328ad2", + "prepared_review_unit_hash": "650d7cd92f7fab08f78bb579520e0a10c480050b7a6decb774556d8e18c968c8", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35831, - "estimated_input_tokens": 8958, - "estimated_eval_tokens": 18172 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "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.", + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly superficial subsystem similarities, not the same underlying bug/change. I would not merge any of the candidate pairs. If a representative issue is needed, the multimodal `apply_chat_template` bug (44521) is the strongest anchor by activity and references, but the cluster is not a true duplicate set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the most active and referenced item, with a concrete reproducible regression in a core API (`apply_chat_template`) and an open status, so it is the best loose representative for this noisy cluster.", "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_issue_reason": "issue:44521 is the best global issue candidate because it is open, well-discussed, and clearly actionable; the other issues are narrower and/or unrelated to one another.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is about multimodal assistant masks and the other about tool-call messages with empty content; different failure modes and likely different fixes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding resizing / `post_init` reinitialization." + }, { "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." + "reason": "FP8 failure in Qwen3MoE and missing Qwen2.5-VL import are unrelated issues." }, { "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." + "reason": "Both touch model loading/structure, but one is a `from_pretrained` buffer corruption regression and the other is a CLIP class API inconsistency; not the same bug." }, { "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." + "reason": "GGUF loading failure and stale `config.dtype` in `from_config(dtype=...)` are different code paths and different regressions." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Unrelated multimodal import failure vs detokenization bug for DeepSeek Coder." + "reason": "Missing export for `Qwen2_5_VLForConditionalGeneration` is unrelated to detokenization behavior in 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." + "reason": "Both are missing `pad_token_id`, but they are distinct model/config regressions for different architectures and are not clearly one bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug and video batched-shape bug are different processor paths." + "reason": "Audio chat-template sampling rate and batched video processor output shape are unrelated processor bugs." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/audio model failures: AutoTokenizer load error vs save_pretrained/tokenization failure." + "reason": "Tokenizer loading for FastSpeech2Conformer and save/tokenization failure for Wav2Vec2 are separate speech-model issues." }, { "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." + "reason": "A Janus image-generation test failure and a stale paged-generate warning about `num_return_sequences` are not the same underlying problem." }, { "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." + "reason": "A video-input regression in Qwen VL models is unrelated to `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." + "reason": "Perceiver non-default-resolution failure and RT-DETR memory-release issue are unrelated vision bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch and a GraniteSpeech CI device-override test failure are different problems." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they document different pipeline options and different behaviors." + "reason": "Both are docs issues around pipelines, but they concern different APIs and different deprecations; not one duplicate." }, { "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." + "reason": "Gemma 4 text-only `mm_token_type_ids` handling and Qwen2.5-VL temporal position scaling are different multimodal bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet input-size mismatch and LwDetr AMP/CUDA crash are separate vision model failures." + "reason": "OmDet-Turbo preprocessing size mismatch and LwDETR AMP crash are unrelated detection issues." }, { "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." + "reason": "Both are label-handling bugs, but one drops labels in metric gathering and the other reduces labels incorrectly in an image processor; different fixes." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Sparse-layer creation bug and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Both concern `import_utils`, but one is removal of `is_torch_fx_available` breaking remote-code models and the other is a missing Falcon-Mamba availability helper." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both involve import_utils availability helpers, but they are different missing symbols and different breakages." + "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are unrelated." }, { "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." + "reason": "DAC latent matching and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "float16/CUDA crash in LwDetrImageLoss is not the same as D-FINE omitting auxiliary losses." + "reason": "Both are detection-related, but one is an AMP/CUDA crash in a loss and the other is missing auxiliary losses when denoising is off." }, { "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." + "reason": "Both are hardware/runtime failures, but they affect different model families and likely different root causes." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure after token alignment are different bugs." + "reason": "Unsupported `center` in a feature extractor and Whisper empty-transcription failure after token alignment are different audio 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." + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate API regressions." }, { "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." + "reason": "Python 3.13 `flash_attn` import-key error and Windows ROCm `torch.distributed` dependency failure are platform-specific but unrelated." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are different failure modes." + "reason": "CPU offload device mismatch in Bark and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are not the same underlying bug." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leakage are unrelated issues." } ] }, @@ -8984,31 +8962,31 @@ "component_index": 1, "component_count": 23, "review_unit_index": 29, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:28218", "issue:28282", "issue:29127", + "issue:29942", "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:43550", "issue:43606", "issue:43611", + "issue:43653", "issue:43720", "issue:43819", "issue:43825", @@ -9042,6 +9020,9 @@ ], "soft_pairs": [ "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:44448|issue:44743", @@ -9050,180 +9031,196 @@ "issue:44855|issue:45083", "issue:43278|issue:43825", "issue:43720|issue:44112", - "issue:29127|issue:32090", "issue:43335|issue:45083", + "issue:29127|issue:32090", "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:45588|issue:45859", + "issue:34689|issue:35141", "issue:46431|issue:46566", - "issue:42490|issue:43854", "issue:45290|issue:46326", "issue:45127|issue:45245", + "issue:42490|issue:43854", "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" + "issue:44448|issue:44779" ], - "prepared_review_unit_hash": "5d6198cb04900577fcad5fda7e6dbbdb466283cbb124bec79d50a96df8377eda", + "prepared_review_unit_hash": "254cb069db7d573305d88a336e53b8fc31fb48b729135a3e6a24e70090ee3184", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35823, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "soft_pair_count": 29, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "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.", + "summary": "This cluster is mostly loose similarity across unrelated Transformers bugs, with one strong duplicate-like candidate: 45310/45478. The packet supports that pair well via identical titles and the same Qwen3.5 MoE from_pretrained failure, but it does not explicitly show a duplicate link, so this should be treated conservatively as a likely duplicate rather than a confirmed exact duplicate set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and the clearest anchor for the Qwen3.5 MoE from_pretrained failure; issue:45478 is a highly similar follow-up that appears duplicate-like, though the packet does not explicitly confirm duplication.", "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_issue_reason": "issue:45310 is the strongest issue to anchor the cluster: it matches the closely related 45478 report and describes a concrete Qwen3.5 MoE from_pretrained loading failure.", "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." + "reason": "Different failures: a missing internal import symbol vs Torch 2.10 compatibility." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and bugs: SwitchTransformers config construction vs BigBird tokenizer special-token handling." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a torch.compile/SDPA failure, the other is a CI stale device override test." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different code paths: Flash Attention 2 test failures vs Trainer broadcast of NoneType." }, { "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." + "reason": "Missing PyTorch import is unrelated to the MacOS CLIP bus error." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different model-loading problems: base_model_prefix handling vs Qwen3-VL shape mismatch." + "reason": "Base-model-prefix loading regression and weight-shape mismatch are distinct model-loading bugs." }, { "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." + "reason": "Pegasus output drift is unrelated to Qwen recurrent state reset behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated." + "reason": "Different underlying problems in different model families; not the same bug." }, { "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." + "reason": "Both involve config handling, but one is text_config unwrapping and the other is stale dtype metadata." }, { "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." + "reason": "Python 3.13 torch.jit parsing error vs helper length calculation behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate and a misleading pipeline error message are different issues." + "reason": "Embedding dtype drift and pipeline translation messaging are unrelated." }, { "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." + "reason": "Packed-weight unpacking during accelerate loading is not the same as a stale CI device override." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and Trainer _gpu_broadcast_one NoneType handling are different code paths." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length logic." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length helper semantics." + "reason": "Different error classes: clearer LayoutLMv3 message vs GPU broadcast TypeError." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different subsystems and failure modes: config construction vs CI device-override test." + "reason": "No shared code path or concrete bug; only broad Transformers similarity." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers layer creation bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Sparse-layer creation and auxiliary-loss omission are distinct issues." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different import errors: flash-attention utility symbol vs HybridCache export." + "reason": "Both are import errors, but they involve different symbols and modules." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression and token-embedding reinitialization after resize are distinct bugs." + "reason": "Both touch apply_chat_template, but one is a batched padding crash and the other is all-zero assistant masks for multimodal inputs." }, { "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." + "reason": "Flash-attention crash on sink-less models is different from CPU-offload incompatibility in Qwen3.5 MoE." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both involve apply_chat_template, but one is batching with padding=False and the other is multimodal assistant mask generation." + "reason": "Model loading breakage and embedding reinitialization after resize are different bugs." }, { "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." + "reason": "Missing chat template ValueError is unrelated to meta-device weights under device_map=auto." }, { "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." + "reason": "Different apply_chat_template failures with different triggers and symptoms." }, { "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." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count limit error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path import warning and a GLM-4.7 loading test failure are not the same bug." }, { "left": "issue:45200", @@ -9235,46 +9232,34 @@ "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." + "reason": "Same title and same Qwen3.5 MoE from_pretrained error; even without an explicit duplicate link, they look like the same underlying 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." + "reason": "CPU offload device mismatch is distinct from LwDetrImageLoss float16 AMP failure." }, { "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." + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model issues." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast type errors." + "reason": "Pegasus v4/v5 output differences are unrelated to Deepseek tokenizer regressions." } ] }, "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." + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The 45310/45478 pair is well-supported as a likely duplicate, but the packet does not explicitly show a duplicate link, so phrases like \"true duplicate pair\" and \"exactly duplicated\" overstate the evidence. Keep that pairing as a conservative duplicate-like match, and phrase the cluster conclusion as mostly loose similarity with one strong candidate duplicate, not a confirmed duplicate set." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9284,29 +9269,30 @@ "component_index": 1, "component_count": 23, "review_unit_index": 30, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:10000", "issue:15354", "issue:26413", "issue:27957", + "issue:28218", + "issue:29870", "issue:29942", "issue:31501", "issue:32090", + "issue:33290", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", "issue:40444", - "issue:42175", "issue:42490", "issue:43278", "issue:43329", @@ -9338,25 +9324,27 @@ "issue:46192", "issue:46234", "issue:46399", - "issue:46655", "issue:46697" ], "soft_pairs": [ + "issue:39692|issue:43526", "issue:26413|issue:31501", "issue:45459|issue:46234", + "issue:28218|issue:32090", "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:32090|issue:33357", "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:29942|issue:35141", + "issue:27957|issue:34689", "issue:43278|issue:43329", + "issue:29870|issue:32090", "issue:44448|issue:44977", "issue:45920|issue:46192", "issue:40444|issue:43526", @@ -9365,201 +9353,206 @@ "issue:44977|issue:45229", "issue:45290|issue:45381", "issue:44855|issue:46399", + "issue:29870|issue:33290", "issue:44857|issue:45588", - "issue:43927|issue:45698", - "issue:45290|issue:46655", - "issue:37428|issue:42175" + "issue:43927|issue:45698" ], - "prepared_review_unit_hash": "4a0ec6a3e998056631cb6bc8152ca4e4dd573c51ae548be7fe3229dcf37c92d5", + "prepared_review_unit_hash": "f30806ddd26d641c1a63b818bd1cb25cba85dd8229d89345fe740f9957b71e30", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35888, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "soft_pair_count": 29, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "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.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs in tokenization, training, multimodal models, dtype/device issues, and import/runtime regressions. I would not merge any of the candidate soft edges; they do not look like the same underlying change or defect.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, high-signal regression affecting multiple model families, with inbound references and an active cross-model failure pattern.", "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_issue_reason": "issue:45920 is the strongest standalone issue in the set for triage/anchoring because it covers a widespread tokenizer regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 docs/model-processor mismatch vs BEiT image processor label reduction bug." + }, { "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." + "reason": "Both involve training startup, but the concrete failures differ: checkpoint resume iterator handling vs FineWeb SLM training not starting." }, { "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." + "reason": "Tokenizer protobuf error hiding decode failures is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast NoneType crash." }, { "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." + "reason": "Docs/example mismatch for SigLIP2 does not match the position-id key regression affecting model loading/generation." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to over-padding in Swin2SR preprocessing." + "reason": "One is a GPU OOM in Sam3Video; the other is an image preprocessor over-padding bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and symptoms: feature extractor crash on unsupported arg vs device_map forward mismatch." + "reason": "Unsupported center argument in LASR feature extraction is a different code path from Gemma4 PLE device-map 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." + "reason": "Resume checkpoint key mismatch is unrelated to a Qwen3 Omni MoE helper-length calculation bug." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Trainer NoneType broadcast failure and MacOS bus error on CLIP are distinct runtime issues." + "reason": "Float16 AMP crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Both mention dtype, but they affect different models and code paths; not the same concrete bug." + "reason": "Trainer NoneType broadcast failure and MacOS CLIP bus error are distinct runtime failures with different symptoms and likely causes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning is unrelated to tensor-parallel OOM while loading Qwen2-57B." + "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "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." + "reason": "Missing ReLU in DSA indexer is not the same as removal of is_torch_fx_available breaking trust_remote_code imports." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length computation." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the Qwen3 Omni MoE output-length helper bug." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading are different problems." + "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific inference issue, not the same as unexpected position-id keys." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests do not match the embedding reinitialization bug in post_init." + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization during resize/post_init." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Zero probabilities in SigLIP2 are not the same as unexpected position-id keys." + "reason": "Both mention model loading/attention, but XLMRoberta FA2 support and Llama 3.2 Vision load regression are different concrete problems." }, { "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." + "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask initialization bug is unrelated to Trainer GPU broadcast of NoneType." }, { "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." + "reason": "Pegasus v4/v5 output drift is a different issue from Qwen3.5 flash-attention generation failure." }, { "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." + "reason": "Both touch tokenization, but one is a wrong-token-ID regression across models while the other is an API precedence bug for return_tensors." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BEiT label reduction 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." + "reason": "Eval/training dtype mismatch 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." + "reason": "Older model/script errors, but different model families and different root causes: DistilBert German issue vs torch.jit GeneratorExp export failure." }, { "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." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated failures." }, { "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." + "reason": "Chat-template tool-call handling is a different path from Qwen2.5-VL video vision_position_ids." }, { "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." + "reason": "Python 3.13 IndentationError in DebertaV2Model parsing is unrelated to a missing decorator registration in Qwen3.5 kernels." }, { "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." + "reason": "Mixed precision loss crash and flash_attention.py s_aux=None AttributeError are separate code paths and symptoms." }, { "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." + "reason": "Both concern save/load of custom model metadata, but one loses token IDs and the other loads the wrong custom module; too different to treat as the same bug." } ] }, @@ -9575,24 +9568,26 @@ "component_index": 1, "component_count": 23, "review_unit_index": 31, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:25251", "issue:29127", - "issue:29942", - "issue:30064", + "issue:29870", "issue:32090", "issue:33290", "issue:33357", "issue:34567", + "issue:34689", + "issue:37428", "issue:39692", "issue:41720", + "issue:42175", "issue:42490", "issue:42915", "issue:42994", @@ -9603,16 +9598,12 @@ "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", @@ -9621,6 +9612,7 @@ "issue:44977", "issue:45198", "issue:45229", + "issue:45290", "issue:45372", "issue:45406", "issue:45440", @@ -9629,24 +9621,27 @@ "issue:45588", "issue:45803", "issue:45823", - "issue:46121" + "issue:46121", + "issue:46655" ], "soft_pairs": [ + "issue:45290|issue:46655", + "issue:37428|issue:42175", "issue:32090|issue:33290", - "issue:25251|issue:32090", "issue:43873|issue:45229", "issue:44561|issue:44779", + "issue:25251|issue:32090", "issue:44448|issue:44466", - "issue:42490|issue:43873", "issue:43976|issue:45440", + "issue:42490|issue:43873", "issue:43278|issue:43575", "issue:45588|issue:45823", "issue:41720|issue:45229", + "issue:44568|issue:45491", "issue:43381|issue:43701", "issue:33357|issue:39692", - "issue:44568|issue:45491", - "issue:29127|issue:34567", "issue:44977|issue:45563", + "issue:29127|issue:34567", "issue:44871|issue:44977", "issue:45198|issue:45803", "issue:43653|issue:44743", @@ -9655,215 +9650,206 @@ "issue:44186|issue:45198", "issue:43611|issue:46121", "issue:42915|issue:42994", + "issue:29870|issue:34689", "issue:43412|issue:45588", - "issue:45372|issue:45406", - "issue:29942|issue:30064", - "issue:43653|issue:44442", - "issue:44206|issue:44479", - "issue:43756|issue:45440" + "issue:45372|issue:45406" ], - "prepared_review_unit_hash": "03079b190960ac07a181f6af6232533871e0415c3fee514b17db05363a8b54ee", + "prepared_review_unit_hash": "86f2e04fa1dcc57158ad5d87d623f6d86e64b4aaedf1b090ed91b5bc0849ec94", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35874, - "estimated_input_tokens": 8969, - "estimated_eval_tokens": 18194 + "soft_pair_count": 28, + "serialized_chars": 35726, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 }, "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.", + "summary": "These soft pairs are overwhelmingly false positives: they share only broad subsystem keywords, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated tokenizer, generation, device-map, packaging, processor, and training bugs.", "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_issue_reason": "issue:43873 is the best anchor among the set because it is open, highly discussed, and broadly about quantization/offloading behavior, but it still does not represent the other unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45290", + "right": "issue:46655", "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." + "reason": "Different failure modes in different code paths: chat templating with tool calls vs video processor padding." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "ImportError in flash-attention utils vs packaging/backend installation issue; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Pipeline top_k output nesting and Trainer broadcast error are unrelated code paths and symptoms." + "reason": "Trainer broadcast NoneType error and DeepSpeed/Adafactor OOM are distinct bugs." }, { "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." + "reason": "Both mention memory/offloading, but one is quantization offloading behavior and the other is Gemma4 multi-GPU CUDA OOM; not the same code path." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer correctness regression." + "reason": "Removal of a utility API for trust_remote_code models is unrelated to DeepSeek tokenizer correctness." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "One is a generation output regression, the other is serialization of tied weights; both v5-related but different underlying code paths." + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast failure." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Local-path trailing slash import warning is unrelated to quantization/offloading behavior." + "reason": "One is model output drift between v4 and v5; the other is serialization of tied weights by device." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE divergence are separate issues." + "reason": "Python version compatibility issue vs divergence in DeepSeekV3MoE implementation." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to loading Qwen2-57B with tensor parallelism OOM." + "reason": "Dtype change during evaluate is unrelated to tensor-parallel OOM on loading a specific model." }, { "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." + "reason": "Flash attention crash on sink-less models vs Gemma4 device mismatch in forward; different bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different models and causes: auto device-mapping assert vs multi-GPU CUDA OOM." + "reason": "Both are inference-memory/device issues, but one is auto device mapping assert and the other is multi-GPU OOM; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings in sliding-window attention." }, { "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." + "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are separate training-flow problems." }, { "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." + "reason": "MacOS bus error with a model load versus documentation example errors; no shared code path." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are separate bugs." + "reason": "Flash-attention generation bug and stale warning about num_return_sequences are not the same issue." }, { "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." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "EOS token config 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." + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different components." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3 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." + "reason": "Gemma4 processor import failure and flash_attention.py s_aux=None crash are 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." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as Wav2Vec2 serialization/tokenization failures." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and rope-parameter validation TypeError are unrelated." + "reason": "base_model_prefix loading regression and rope-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." + "reason": "Both involve quantization, but one is FineGrainedFP8Config load failure and the other is saving quantized models; different problems." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export issues and flash_attention s_aux=None crash are unrelated." + "reason": "Executorch export/training-guard and flash_attention s_aux=None crash are distinct export vs inference bugs." }, { "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." + "reason": "Processor loading import error and serve-time missing _tokenizer AttributeError are related only by Gemma4, not the same bug." } ] }, @@ -9879,20 +9865,20 @@ "component_index": 1, "component_count": 23, "review_unit_index": 32, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:27957", "issue:29127", "issue:29942", + "issue:30064", "issue:33290", "issue:33357", - "issue:34567", "issue:34689", "issue:35141", "issue:42490", @@ -9905,305 +9891,298 @@ "issue:43526", "issue:43531", "issue:43575", + "issue:43653", "issue:43701", + "issue:43756", "issue:43824", "issue:43931", "issue:43994", "issue:44186", + "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", + "issue:44479", "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:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:43653|issue:44442", "issue:45459|issue:45712", "issue:45491|issue:46693", - "issue:29127|issue:33357", - "issue:45245|issue:45563", "issue:43065|issue:45412", + "issue:29127|issue:33357", "issue:43065|issue:43994", - "issue:27957|issue:29942", + "issue:45245|issue:45563", + "issue:45372|issue:45459", "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:29127|issue:35141", + "issue:42490|issue:43381", "issue:43994|issue:45412", "issue:45412|issue:46369", - "issue:43575|issue:44387", "issue:43421|issue:45491", + "issue:43575|issue:44387", "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:43526|issue:44186", + "issue:27957|issue:29127", + "issue:27957|issue:33290", "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" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "abe56b91683ec10fd9340f8d7b178b283a22fefaf1f7d3ff005184327e50ffcd", + "prepared_review_unit_hash": "1710490b863d8496560649d156f0d8b350f2a3bf7da7b437ddc1cc5425f083d9", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37663, - "estimated_input_tokens": 9416, - "estimated_eval_tokens": 19088 + "soft_pair_count": 33, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "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.", + "summary": "This set is a heterogeneous mix of unrelated Transformer bug reports and regressions. None of the soft pairs look like true duplicates; they mostly share only broad subsystem keywords (tokenizers, vision, memory, FlashAttention, etc.) but describe different code paths and failure modes.", + "confidence": 0.95, + "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster is not cohesive. If one issue must serve as a representative, issue:44462 is the most broadly relevant core-loader regression and has the clearest user-facing impact, but the rest of the set is largely unrelated.", "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_issue_reason": "Issue:44462 is the best representative issue among this set because it targets core AutoTokenizer/model loading behavior with broad impact and a concrete, reproducible bug, unlike the mostly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Different problems: hidden tokenizer error handling vs leftover dummy PT classes / repo checks." + "reason": "Both are regression reports, but they affect different features and model families: LasrFeatureExtractor center-arg handling vs video input regressions in Qwen VL models." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29942", + "right": "issue:30064", "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." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs in different code paths." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv3 box-validation messaging is unrelated to a CLIP model bus error on macOS." + "reason": "Different model implementations and different defects: Smollm3 RoPE-layer count vs DeepseekV3MoE divergence from the remote implementation." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Category-count runtime error and stale generate warning are unrelated failure modes." + "reason": "Tokenizer special-token registration causing empty decode output is unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One is tokenizer error masking when protobuf is missing; the other is leftover dummy class cleanup. No shared bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + "reason": "Both mention attention/windowing, but one is a correctness NaN bug in Gemma3 and the other is a performance regression in long-context generation; not the same underlying issue." }, { "left": "issue:43065", - "right": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to Siglip2 AutoModel/pipeline output problems." + "reason": "Sam3PixelDecoder dummy Conv2d cleanup and RT-DETR memory not released are separate issues with different symptoms and fixes." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "XLMRoberta FA2 support and failing FA2 tests are not the same concrete bug." + "reason": "Improving a LayoutLMv3 error message is unrelated to a MacOS bus error loading a CLIP model." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." + "reason": "Dummy layer cleanup in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical outputs via AutoModel/pipeline." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + "reason": "Category-count overflow and a stale num_return_sequences warning are different bugs with no common root cause." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma processor import failure due to mistral_common is unrelated to protobuf-masked tokenizer errors." + "reason": "A missing ReasoningEffort import in mistral_common is unrelated to hidden tokenizer errors when protobuf is absent." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "LayoutLMv3 box messaging and embedding reinitialization after resize are different bugs." + "reason": "torch.export failures from torch_compilable_check and Wav2Vec2 save/tokenization failures are distinct problems in different subsystems." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing in eval mode." + "reason": "TP-induced OOM when loading a Qwen model is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE remote/native divergence is unrelated to D-FINE auxiliary loss handling." + "reason": "DeepseekV3MoE parity with remote code and D-FINE auxiliary-loss behavior are separate model-specific changes." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + "reason": "Tokenizer decoder type mismatch in v5 and ignoring tokenizer.json during AutoTokenizer load are both tokenizer-related, but they are different failure modes and fixes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding resize reinitialization are unrelated issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing-in-eval-mode are separate behaviors with different code paths." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 wrong outputs and RT-DETR memory release are unrelated issues." + "reason": "SigLIP2 inference correctness and RT-DETR memory release are unrelated model bugs." }, { "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." + "reason": "Both mention memory, but one is a garbage-collection leak in RT-DETR and the other is memory overflow for sam3-litetext; not the same defect." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Both are OOM reports, but they involve different models and different causes (TP loading vs int4 quantization reservation)." + "reason": "Tokenizer post-processor updates at runtime and Gemma3 NaN embeddings are different subsystems and symptoms." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer post-processor update behavior is unrelated to FA2 sliding-window NaN embeddings." + "reason": "Qwen TP loading OOM and increased CUDA reserved memory under int4 quantization are both memory-related but arise from different mechanisms and likely different fixes." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different subsystems and bugs." + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight shape mismatch are unrelated model-loading problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are separate 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." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "FA2 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + "reason": "A label-array handling bug in BeitImageProcessorFast is unrelated to FA2 long-context performance regression." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Model-specific FA2 support is unrelated to adafactor/deepspeed OOM." + "reason": "Missing Qwen2_5_VL export and a vague dependency issue are not concrete duplicates of the same underlying bug." }, { "left": "issue:43526", - "right": "issue:46693", + "right": "issue:44186", "accept": false, - "reason": "Image-processor label reduction bug is unrelated to FA2 long-context performance regression." + "reason": "Different tokenizer/image-processor bugs: one returns the wrong label shape, the other crashes on NER inputs and padding/truncation." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "BeitImageProcessorFast label handling is unrelated to LayoutLMv2 tokenizer crashes." + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." + "reason": "Flash Attention 2 model support and Adafactor OOM in DeepSpeed are different bugs." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation TypeError is unrelated to missing decorator registration for apply_rotary_pos_emb." + "reason": "JSON-loaded list handling in rope validation and missing decorator registration for apply_rotary_pos_emb are both rope-related, but they are distinct code-path failures." }, { "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." + "reason": "SigLIP2 incorrect outputs and sam3-litetext memory overflow are unrelated model-specific issues." }, { "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." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issues are different configuration/architecture bugs." }, { "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", + "right": "issue:34689", "accept": false, - "reason": "FA integration crash on sink-less models is unrelated to stale auto_mappings references for Sam3LiteText." + "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 Vision load breakage are separate regression reports with no shared root cause." } ] }, @@ -10219,15 +10198,18 @@ "component_index": 1, "component_count": 23, "review_unit_index": 33, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:34689", + "issue:27957", + "issue:29870", + "issue:33290", + "issue:35141", "issue:42175", "issue:42490", "issue:43262", @@ -10235,7 +10217,6 @@ "issue:43381", "issue:43493", "issue:43525", - "issue:43611", "issue:43643", "issue:43646", "issue:43720", @@ -10248,267 +10229,261 @@ "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:45250", "issue:45325", "issue:45381", "issue:45440", "issue:45479", - "issue:45759", + "issue:45588", + "issue:45600", "issue:45859", "issue:45907", - "issue:46178", "issue:46234", + "issue:46640", "issue:46697" ], "soft_pairs": [ + "issue:45250|issue:46640", + "issue:33290|issue:35141", "issue:43761|issue:45859", + "issue:45588|issue:45600", "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:44743|issue:44811", "issue:44442|issue:44898", - "issue:34689|issue:43611", "issue:42490|issue:44743", - "issue:43720|issue:44442", "issue:45003|issue:45440", + "issue:43720|issue:44442", "issue:42175|issue:46234", - "issue:43493|issue:43827", + "issue:27957|issue:29870", "issue:43316|issue:43525", - "issue:44077|issue:44479", "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", "issue:45325|issue:46697", "issue:43873|issue:44871", - "issue:43761|issue:44079", "issue:44062|issue:45907", + "issue:43761|issue:44079", "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" + "issue:43643|issue:44913" ], - "prepared_review_unit_hash": "3a4a17bea103c737537b825ecad2f394f3deb5772105c3ac7db8f0a845bb959f", + "prepared_review_unit_hash": "d4efb99eed89a0441f77ad95d7dcedc28c1b6af5093452c0abaeb78004729fc2", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36315, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "soft_pair_count": 27, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: 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.", + "summary": "Mostly a heterogeneous set of Transformer issues with a few plausible related pairs, but the evidence is generally too thin for duplicate merging. The Qwen2.5-VL items look related at the subsystem level, yet `issue:44514` and `issue:45381` do not clearly share the same underlying bug or a single mergeable fix.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44479 is the best representative of the Qwen2.5-VL regression cluster because it describes the broadest concrete video-input regression and anchors the v5.3.0 context most clearly.", "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_issue_reason": "issue:44479 is the clearest, most actionable issue in the cluster because it frames the regression at the right level of specificity and covers the broader affected model family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic to establish the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: DeepSpeed/Adafactor OOM versus embedding reinitialization after resizing." + }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different bugs: CLIP hidden-states regression vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Both are model/runtime regressions, but they affect different code paths and model families." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling and auto-mapping cleanup are unrelated bugs." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate code paths and failures." + "reason": "Eval-mode gradient checkpointing and quantization offloading are separate behaviors." }, { "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." + "reason": "`44514` is about batched `apply_chat_template()` crashing with `padding=False`, while `45381` is about incorrect `vision_position_ids` for Qwen2.5-VL video input; the packet does not establish a shared root cause or a single mergeable fix." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model init regression versus a patchtsmixer-specific post_init policy issue." + "reason": "Missing fields from `trust_remote_code` config loading is not the same bug as patchtsmixer's post_init restriction." }, { "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." + "reason": "Both touch audio preprocessing, but one is chat-template sampling-rate defaulting and the other is a feature-extractor argument crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-cardinality RuntimeError are unrelated." + "reason": "Qwen3.5 flash-attention generation and a categories-limit runtime error are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading and Perceiver image-resolution interpolation are different subsystems and failures." + "reason": "Recurrent-state reset and Whisper batch_decode `skip_special_tokens` are different model/processor bugs." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:44442", + "right": "issue:44898", "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." + "reason": "Tokenizer loading and Perceiver image resizing are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and cache/recurrent-state behavior are unrelated." + "reason": "Trailing-slash path warning and recurrent-state caching are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer construction are not the same bug." + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are different code paths and fixes." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are different problems." + "reason": "BitNet packed-weight loading and tokenizer loading failure are unrelated." }, { "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." + "reason": "Packaging/backends issue and missing `import_utils` helper are different maintenance bugs." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still using pipeline() are not the same change." + "reason": "XLMRoberta Flash Attention 2 support and a BART generate `decoder_attention_mask` error are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different model configs and different missing fields; no shared root cause is evident." + "reason": "Both are config-related, but they concern different model families and different missing fields." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated model bugs." + "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Tokenizer loading regression and sequence-classification loss computation are unrelated." + "reason": "SigLIP2 implementation parity and docs referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression 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." + "reason": "Qwen2.5-VL rope/index scaling and Swin2SR padding are different preprocessing bugs." }, { "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." + "reason": "Quantization offloading and `eos_token_id` config mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "AddedToken argument duplication and `list_repo_files` revision forwarding are unrelated." }, { - "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:43761", + "right": "issue:44079", + "accept": true, + "reason": "The CLIP hidden_states regression plausibly stems from the `ModelOutput` key-assignment bug when a key was previously `None`." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and rotary_pct reload resetting are different config-loading issues." + "reason": "FSDP CPU-efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." }, { "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." + "reason": "Shape-mismatch loading of a third-party checkpoint is not the same as a save_pretrained regression in Qwen3.5." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "A model-loading regression and a tensorflow_text backend mapping error are unrelated." + "reason": "Missing fields from `trust_remote_code` config loading and `rotary_pct` reset on reload are separate config issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level takeaway is mostly cautious, but one soft-edge acceptance is too speculative for the packet: issue:44514 vs issue:45381. From the provided titles, 44514 is about `apply_chat_template` crashing on batched input with `padding=False`, while 45381 is about incorrect `vision_position_ids` for Qwen2.5-VL video input. The packet does not itself establish a shared root cause or a clearly mergeable single-PR fix, so labeling them as the same bug is stronger than the evidence supports. The summary also overstates this overlap by calling it the \u2018Qwen2.5-VL video-position regression pair\u2019 rather than a more conservative \u2018related Qwen2.5-VL input-handling issues\u2019." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10517,13 +10492,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 34, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:16998", "issue:22355", @@ -10538,8 +10513,6 @@ "issue:43295", "issue:43316", "issue:43388", - "issue:43404", - "issue:43441", "issue:43452", "issue:43550", "issue:43575", @@ -10548,259 +10521,267 @@ "issue:43701", "issue:43716", "issue:43742", + "issue:43761", "issue:43825", "issue:44077", - "issue:44162", + "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", "issue:44568", - "issue:44792", + "issue:44855", "issue:44871", "issue:44913", + "issue:44987", + "issue:45137", "issue:45479", "issue:45584", - "issue:45632", "issue:45698", + "issue:45759", "issue:45803", "issue:46050", - "issue:46170", + "issue:46178", "issue:46234", "issue:46291", "issue:46365", "issue:46421", - "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43761|issue:44188", "issue:44190|issue:44496", "issue:43232|issue:43388", - "issue:42907|issue:45698", "issue:44442|issue:45803", - "issue:42617|issue:43575", + "issue:42907|issue:45698", "issue:43701|issue:46506", + "issue:42617|issue:43575", "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:43606|issue:43701", "issue:44464|issue:46421", "issue:16998|issue:22355", "issue:43295|issue:43825", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:43316|issue:43716", - "issue:44077|issue:44534", "issue:42175|issue:43316", + "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:45803|issue:46365", - "issue:44162|issue:44792", - "issue:45803|issue:46170", - "issue:43404|issue:43441", - "issue:45632|issue:46424" + "issue:45803|issue:46365" ], - "prepared_review_unit_hash": "6d0847bfcdb9c73b22e782dbffb276aaf10c7ee5ee6fb9c5c8cee8ec2e154f56", + "prepared_review_unit_hash": "0671690d58808c4765f1db183113aea8c745e0dad6a8c2e7b184ea090ad3b405", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36302, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "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, + "summary": "This is a heterogeneous issue cluster, not a duplicate set. The soft pairs mostly share broad transformer/model-loading vocabulary, but each report points to a different subsystem, model family, or failure mode.", + "confidence": 0.98, "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_issue_reason": "No single issue is a good global representative; the items span unrelated bugs in config handling, loading, generation, compilation, training, and backend/import behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs; different code paths and failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated: DebertaV2 import parsing on Python 3.13 vs a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a loading regression for physical-intelligence/fast; the other is a missing tensorflow_text backend mapping." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel branching divergence." + }, { "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." + "reason": "Unrelated failures: local dataset loading in a training script vs unrecognized model/config loading for OLMo." }, { "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." + "reason": "One is a generation-state issue after sync_gpus; the other is gather_for_metrics dropping tuple label elements." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Unrelated: tokenizer loading failure vs a bare-except bug in Fuyu tensor conversion." + "reason": "Different tokenizer/batching issues: FastSpeech2ConformerTokenizer loading vs a bare except swallowing errors in FuyuBatchFeature." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Different failure modes: running a parallel script vs tensor-parallel OOM on a specific Qwen2 model." + "reason": "Both touch save/load flows, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained; not the same bug." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA inference differences are distinct bugs." + "reason": "Key mismatch on resume_from_checkpoint is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen2-57B tp OOM during model loading." }, { "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." + "reason": "Different model-load failures: Qwen2 tp OOM vs a key error for 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." + "reason": "XLMRoberta FlashAttention behavior is unrelated to the 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." + "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch for AutoModel import." }, { "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." + "reason": "torch.compile/SDPA divergence for Bamba-9B-v2 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." + "reason": "Tokenizer special-token insertion regression is unrelated to degenerate zero-loss classification behavior." }, { "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." + "reason": "Missing import_utils helper is unrelated to pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as cache lazy initialization causing recompilation." + "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs and the other spurious recompilation from cache lazy init; different concrete bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + "reason": "DeBERTa model_max_length question is unrelated to the missing transformers.onnx module error." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to an error message incorrectly mentioning translation tasks." + "reason": "Different regressions: processor.tokenizer/image passthrough breakage vs pipeline error-message wording about translation tasks." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression is different from Gemma eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id configuration mismatch." }, { "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." + "reason": "Both involve special tokens, but one is a Gemma-3 eos_token_id config mismatch and the other is Whisper empty-transcription generation failure." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are not the same underlying bug." + "reason": "Gemma3TextConfig API mismatch is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Dependency/backend installation issue vs configuration API discrepancy; no shared bug." + "reason": "Packaging/backend installation issue for tensorflow is unrelated to Gemma3TextConfig API behavior." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Patchtsmixer post_init restriction and non-persistent buffer junk in v5 are different issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token config mismatch is unrelated to quantized model save/load breakage." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantization 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." + "reason": "Custom model initialization regression and GPTNeoX rotary_pct reload bug are different model-config problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF-related from_pretrained/tokenizer loading breakage is unrelated to an unrecognized model config error." + "reason": "GGUF loading failures for AutoTokenizer/AutoModel are unrelated to the unrecognized-model config.json 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." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Trainer import failure caused by datasets." } ] }, @@ -10816,13 +10797,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 35, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:35141", "issue:41950", @@ -10830,6 +10811,8 @@ "issue:43065", "issue:43352", "issue:43388", + "issue:43404", + "issue:43441", "issue:43475", "issue:43504", "issue:43525", @@ -10840,8 +10823,7 @@ "issue:43673", "issue:43688", "issue:43761", - "issue:43827", - "issue:43994", + "issue:44162", "issue:44190", "issue:44479", "issue:44514", @@ -10851,7 +10833,6 @@ "issue:44734", "issue:44743", "issue:44792", - "issue:44855", "issue:44913", "issue:44964", "issue:44977", @@ -10859,217 +10840,225 @@ "issue:45200", "issue:45406", "issue:45542", - "issue:45588", "issue:45600", "issue:45632", "issue:45698", + "issue:45803", "issue:46082", + "issue:46170", "issue:46178", "issue:46202", "issue:46234", "issue:46369", - "issue:46617", + "issue:46424", "issue:46640", "issue:46697" ], "soft_pairs": [ + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424", "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:43504|issue:45698", "issue:45127|issue:45200", + "issue:43388|issue:43688", "issue:44792|issue:44977", - "issue:44792|issue:45600", "issue:43352|issue:46640", + "issue:44792|issue:45600", "issue:43673|issue:44743", "issue:41950|issue:43475", - "issue:44190|issue:44964", "issue:43525|issue:43531", - "issue:35141|issue:42490", + "issue:44190|issue:44964", "issue:44534|issue:44913", + "issue:35141|issue:42490", "issue:44734|issue:45406", - "issue:46082|issue:46697", - "issue:44855|issue:45588", - "issue:45632|issue:46617", - "issue:43827|issue:43994" + "issue:46082|issue:46697" ], - "prepared_review_unit_hash": "409ff87ecd9b2217b3d1749f7b7f6b11bd1c2df32037232497158dd771b9a2df", + "prepared_review_unit_hash": "7f354d2ae3d31a537c4bfd3d4807c087836e18b1d88f5c94c604e42d1c735d61", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 24, - "serialized_chars": 34354, - "estimated_input_tokens": 8589, - "estimated_eval_tokens": 17434 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35158, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 }, "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.", + "summary": "This cluster looks like a grab-bag of unrelated Transformers issues that only share broad keywords (cache, video, flash-attn, config, processors). None of the proposed soft pairs appear to describe the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45698 is the strongest standalone report in the set: it has the most discussion/inbound references and describes a concrete, reproducible from_pretrained/save_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_issue_reason": "issue:45698 is the best representative issue here because it is detailed, actively discussed, and tied to a specific failure mode rather than a vague regression headline.", "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:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a Janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowing KeyboardInterrupt in Fuyu tensor conversion is unrelated to a Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is a different bug from Ministral-3 flash-attention incompatibility." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A local-cache path collision for trust_remote_code is unrelated to max_cache_length handling in cache config." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch is not the same as Sam3-litetext memory overflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Unrelated problems: a placeholder/invalid issue title versus a Gemma tokenization roundtrip bug." + "reason": "The placeholder text 'ADD THE DATA' is not a duplicate of a Gemma pipeline 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)." + "reason": "CLIPVisionModel hidden_states regression and Qwen multimodal video regression are different code paths and failures." }, { "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." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text 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." + "reason": "A TensorFlow/tensorboard backend import problem is not the same as a missing import_utils helper function." }, { "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`." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are distinct failures." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different training/eval logic: metric gathering truncation versus auxiliary-loss normalization." + "reason": "A dummy Conv2d concern in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "A dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." + "reason": "Legacy Beit preset loading and wrong custom-module loading after save_pretrained are different persistence/serialization bugs." }, { "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." + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different problems in different models: janus test failure versus Qwen3.5 flash-attention generation behavior." + "reason": "Metric-gathering label truncation and auxiliary-loss normalization in MoE models are unrelated." }, { "left": "issue:44792", - "right": "issue:45600", + "right": "issue:44977", "accept": false, - "reason": "A failed janus image-generation test is unrelated to stale `auto_mappings` references breaking CI." + "reason": "A Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation failure." }, { "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." + "reason": "Nemotron flash-attn-2 unsupported is not the same as a vague flash-attention issue with no matching concrete code path." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and Sam3LiteText auto-mapping CI breakage are unrelated." }, { "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." + "reason": "Generic GenerationMixin cache missing in chunked prefill and Qwen3.5 recurrent-state reset are different caching bugs in different implementations." }, { "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." + "reason": "Video-classification pipeline processor mismatch is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "A missing `pad_token_id` config attribute is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "Llama4Config pad_token_id absence and Qwen3-MoE sliding_window behavior are unrelated config issues." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Different areas entirely: embedding resize/post-init reinitialization versus local-path import warning handling." + "reason": "Local dataset loading in a training script and loading Phi-4-multimodal-instruct are different failure scenarios." }, { "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." + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload persistence are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize reinitialization is unrelated to import warnings from local paths with trailing slashes." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different serve failures: KV-cache continuation indexing versus missing `_tokenizer` on Gemma4Processor." + "reason": "KV-cache tensor indexing in serve is a different bug from Gemma4Processor missing _tokenizer." }, { "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." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated configuration/processor bugs." } ] }, @@ -11085,28 +11074,30 @@ "component_index": 1, "component_count": 23, "review_unit_index": 36, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:25251", "issue:27957", + "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", - "issue:43295", "issue:43335", "issue:43526", - "issue:43540", "issue:43550", "issue:43644", "issue:43673", "issue:43761", + "issue:43827", "issue:43931", + "issue:43994", "issue:44060", "issue:44077", "issue:44112", @@ -11117,7 +11108,6 @@ "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44779", "issue:44855", "issue:44877", @@ -11125,248 +11115,247 @@ "issue:44933", "issue:45127", "issue:45245", - "issue:45276", - "issue:45290", "issue:45357", "issue:45362", "issue:45381", "issue:45563", "issue:45584", + "issue:45588", "issue:45600", - "issue:45803", + "issue:45632", "issue:46369", "issue:46421", "issue:46489", + "issue:46617", "issue:46655", - "issue:46697", - "issue:46752" + "issue:46697" ], "soft_pairs": [ + "issue:45632|issue:46617", "issue:43931|issue:44060", + "issue:44855|issue:45588", + "issue:43827|issue:43994", "issue:43673|issue:46421", "issue:43761|issue:44242", + "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:43644|issue:44913", - "issue:25251|issue:27957", "issue:44933|issue:45362", + "issue:25251|issue:27957", "issue:43335|issue:44855", "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:43065|issue:44610", "issue:44464|issue:45563", - "issue:39692|issue:44190", "issue:45127|issue:45357", + "issue:39692|issue:44190", "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:44779|issue:46489" ], - "prepared_review_unit_hash": "2ae36f61cfbaf928b8f5f9c2487c5027331e94d16ab4b1227b90b2120a9c225c", + "prepared_review_unit_hash": "97ebe4ee0e8dfde78878cf683f1b69d699f5206641e5cac7ffe86363a3a1cf1e", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35546, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 }, "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.", + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad subsystem words (generation, cache, vision, tokenizer, CI). None of the soft pairs are strong enough to merge as duplicates under a strict triage standard.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 46489 is the strongest standalone report: it names a concrete model family, a clear v5 regression boundary, and points to a specific gap in a prior fix, making it the most actionable and diagnostically precise issue in the set.", "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_issue_reason": "Issue 46489 is the best overall issue because it is specific, regression-focused, and directly actionable for maintainers, unlike several broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are trust_remote_code/cache-related, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache; related area, not the same bug." + }, { "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." + "reason": "Different Qwen model families and different failures: weight-shape mismatch versus an incorrect tied-weights warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: Python 3.13 TorchScript parsing error versus flash-attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs stale-reference problem; the other is an actual model/pipeline output correctness issue." }, { "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." + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache regression and the other is recompilation from lazy cache initialization; not clearly the same defect." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Unrelated regressions in different subsystems: CLIPVision hidden states vs MoE load-balancing loss computation." + "reason": "Different model behaviors and symptoms: CLIP hidden states regression versus missing load-balancing loss computation." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() UnboundLocalError and token-embedding resize/post_init reinitialization are separate bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Completely different components: Sam3Video OOM vs Whisper empty transcription after align_special_tokens." + "reason": "Sam3Video OOM and Whisper empty-transcription failure are different models, different processors, and different failure modes." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Different generation issues: stale warning for num_return_sequences vs Whisper failure on empty output." + "reason": "A stale warning in paged generate() is unrelated to Whisper failing after align_special_tokens." }, { "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." + "reason": "Non-persistent buffer junk fill and GPTNeoX rotary_pct reload behavior are unrelated state/config issues." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different behavior and models: pipeline top_k nesting issue vs XLMRoberta Flash Attention 2 support." + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + "reason": "Pipeline top_k output-shape bug and XLMRoberta Flash Attention 2 issue are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Different code paths: SwitchTransformers config sparsity bug vs Python 3.13 JIT parsing/IndentationError." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the Python 3.13 TorchScript parsing issue." }, { "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." + "reason": "Video-input regression in Qwen VL models and KV-cache continuation crash in serve are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both involve video/Sam-like model families, but one is Qwen VL vision-position IDs and the other is Sam3-LiteText memory overflow." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Related only at a broad config-validation level; the model/configs and failure modes differ." + "reason": "Optional post_init enforcement and strict config loading for granite_speech are different configuration-policy issues." }, { "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." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the local-dataset loading problem in the training script." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit error." + "reason": "Qwen3 auto device mapping CUDA assert and category-cardinality RuntimeError are unrelated." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "No concrete code-path overlap; one is model config construction, the other is dataset loading." + "reason": "Sparse-layer creation in SwitchTransformers and local dataset loading failure are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different Sam3/OmDet issues: a dummy Conv2d in pixel decoder vs processor output-size mismatch." + "reason": "A dummy Conv2d in Sam3PixelDecoder and an OmDet-Turbo processor/model input-size mismatch are separate problems." }, { "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." + "reason": "Compiled forward chunked-generation inconsistency and stale num_return_sequences warning are unrelated generation issues." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Documentation/example mistakes are not the same underlying bug as local dataset loading failure." + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys in save_pretrained are different save/weight-tie bugs." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys during save_pretrained." + "reason": "SigLIP2 docs/model-processor mismatch and local dataset loading are unrelated." }, { "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." + "reason": "Both are video-processor related, but the reported bugs are different models and different preprocessing mistakes." }, { "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." + "reason": "GraniteSpeech CI stale device override test and Sam3LiteText auto_mappings cleanup are unrelated CI issues." }, { "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." + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." }, { "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." + "reason": "Same broader Sam3 family, but one is a video-model OOM and the other is a LiteText memory overflow; not enough to call them the same bug." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing crash are different bugs." + "reason": "Both concern DeepSeek tokenizer regressions in v5+, but 44779 is a broad incorrect-output report while 46489 is a specific DeepSeek-Coder v1 gap in PR #44801's fix; related, but not clearly the same underlying bug." } ] }, @@ -11382,15 +11371,17 @@ "component_index": 1, "component_count": 23, "review_unit_index": 37, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ + "issue:25251", "issue:27957", + "issue:29870", "issue:32090", "issue:35141", "issue:36246", @@ -11399,53 +11390,57 @@ "issue:41950", "issue:42175", "issue:42796", + "issue:43295", "issue:43404", "issue:43479", - "issue:43531", + "issue:43540", "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:44737", "issue:44938", "issue:44964", - "issue:44987", "issue:45003", "issue:45216", "issue:45245", "issue:45276", + "issue:45290", "issue:45375", "issue:45381", "issue:45542", "issue:45584", "issue:45600", "issue:45632", + "issue:45803", "issue:45907", "issue:46082", "issue:46121", "issue:46234", - "issue:46424", - "issue:46506" + "issue:46752" ], "soft_pairs": [ + "issue:45290|issue:46752", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:43540|issue:44734", "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:44521|issue:45381", + "issue:25251|issue:29870", "issue:44462|issue:45907", "issue:45632|issue:46234", - "issue:43854|issue:44964", "issue:44246|issue:45003", + "issue:43854|issue:44964", "issue:44964|issue:45600", "issue:43643|issue:44496", "issue:44112|issue:44964", @@ -11454,216 +11449,211 @@ "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:36246|issue:41628", + "issue:44186|issue:44734", "issue:43650|issue:44220", "issue:36246|issue:38617", + "issue:32090|issue:35141", "issue:43479|issue:45375", - "issue:41950|issue:44016", - "issue:43531|issue:45600", - "issue:44295|issue:46506", - "issue:43673|issue:46424", - "issue:44016|issue:44220", - "issue:43976|issue:44987" + "issue:41950|issue:44016" ], - "prepared_review_unit_hash": "029310b2c28618aad5231d422af434d8888366844e6f7afb92d5c4ffdaf46fca", + "prepared_review_unit_hash": "e50930abb1c3bdde0801d3eab660532b2df3fb5504a8eae9075db329176fb45d", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35497, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only loose thematic area is multimodal/chat-template regressions, but the soft pairs are different concrete bugs rather than true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest representative of the only coherent subgroup here: it is an active, well-discussed apply_chat_template multimodal bug with inbound references.", "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_issue_reason": "issue:44521 is the best overall issue candidate because it is open, broadly scoped within a recurring API area, and has the most evidence of user impact/interest in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template, but one is tool-call/no-content handling and the other is empty-list input. Different failure modes and likely separate fixes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "These are unrelated regressions: one is processor/tokenizer access in multimodal custom code, the other is resize_token_embeddings not propagating to tied output embeddings." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different code paths and bugs: XLNet CPU tensor allocation vs a bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are multimodal/video-related, but the reported crashes are in different subsystems and different code paths." + }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure vs TensorFlow-backend detection problem; different layers and symptoms." + "reason": "Both are import/backend problems, but one is Python 3.14 import failure and the other is missing TensorFlow backend wiring from a pip extra." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize/tie-weight regression vs Whisper empty-transcription generation bug; unrelated code paths." + "reason": "Different bugs: embedding resize propagation vs Whisper generation failing on empty transcription after align_special_tokens." }, { "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." + "reason": "Both are multimodal, but one is assistant mask generation in apply_chat_template and the other is wrong vision_position_ids in Qwen2.5-VL video inputs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated issues: pipeline top_k nesting behavior versus a Bart generate decoder_attention_mask UnboundLocalError." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer choosing tokenizer.json vs Hub file listing not forwarding revision; different APIs and fixes." + "reason": "Different concerns: AutoTokenizer ignoring tokenizer.json versus list_repo_files not forwarding revision." }, { "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." + "reason": "One is a trust_remote_code cache-path collision; the other is a missing import_utils symbol. Not the same bug." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different config/import issues." + "reason": "Both touch import internals, but one is import slowness and the other is unsafe sys.modules access. Different root causes." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Import slowness investigation vs unsafe sys.modules access; different underlying problems." + "reason": "Different model-loading failures for different model families; not the same underlying issue." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load failure vs stale auto_mappings entries for removed configs; unrelated roots." + "reason": "Different problems: model loading for Phi-4 multimodal versus stale auto_mappings references breaking CI." }, { "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." + "reason": "One is missing fields when using trust_remote_code=True; the other is an unrecognized model lacking model_type. Related area, different bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI flake vs Phi-4 multimodal load regression; different subsystems." + "reason": "A CI test failure in GraniteSpeech is unrelated to a Phi-4 multimodal loading regression." }, { "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." + "reason": "XLMRoberta Flash Attention 2 support and embedding reinitialization after resize are separate issues." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation vs RoPE validation list handling; both config-related but distinct bugs." + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct validation 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." + "reason": "A missing TensorFlow backend in a torch extra install is not the same as a generic dependency issue with transformers." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 weight-tying bug vs Qwen3.5 save_pretrained regression; different models and behaviors." + "reason": "Different generation/checkpoint bugs for different models and APIs; no shared concrete code-path problem." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category cardinality limit error vs Whisper empty-transcription bug; unrelated." + "reason": "Category-cardinality limit error and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs serve KV-cache continuation tensor-indexing bug; different code paths." + "reason": "Tokenizer BPE-marker handling and chat-template assistant-mask generation are different features with different bugs." }, { "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." + "reason": "Both are import errors, but they concern different symbols and different export paths." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs embedding resize/post_init reinit; unrelated runtime paths." + "reason": "LayoutLMv2Tokenizer crashes and transformers serve KV-cache indexing are unrelated code 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." + "reason": "A vague data issue and a torch_extract_fbank_features bug are not the same underlying change." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Missing Qwen2.5-VL image processor import vs missing configuration_utils symbol; separate export regressions." + "reason": "Different missing-import failures for different symbols; not a single concrete bug." }, { - "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", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Chunked-prefill generation cache issue vs max_cache_length only applying to quantized cache; related theme but not the same bug." + "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." + "reason": "One is default config initialization with None; the other is a missing deepstack_visual_indexes field dropped by strict validation." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Python version compatibility problem vs a specific model-loading failure; different root causes." + "reason": "Video-classification pipeline behavior and a notebook syntax error are completely unrelated." } ] }, @@ -11679,13 +11669,13 @@ "component_index": 1, "component_count": 23, "review_unit_index": 38, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:39692", "issue:42907", @@ -11694,6 +11684,7 @@ "issue:43381", "issue:43441", "issue:43526", + "issue:43531", "issue:43577", "issue:43673", "issue:43824", @@ -11701,29 +11692,28 @@ "issue:43976", "issue:44016", "issue:44062", - "issue:44075", + "issue:44220", "issue:44279", + "issue:44295", "issue:44327", "issue:44336", - "issue:44351", - "issue:44368", "issue:44496", "issue:44521", "issue:44683", "issue:44779", "issue:44792", "issue:44933", + "issue:44987", "issue:45042", "issue:45083", "issue:45216", - "issue:45278", "issue:45335", - "issue:45357", "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", "issue:46082", "issue:46123", @@ -11731,19 +11721,23 @@ "issue:46399", "issue:46424", "issue:46506", - "issue:46512", "issue:46515", "issue:46693", "issue:46752" ], "soft_pairs": [ + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", "issue:44683|issue:45446", "issue:43295|issue:45335", + "issue:45083|issue:46506", "issue:43526|issue:43901", "issue:43381|issue:45593", - "issue:45083|issue:46506", - "issue:43901|issue:44496", "issue:42907|issue:43441", + "issue:43901|issue:44496", "issue:44496|issue:45042", "issue:43976|issue:44279", "issue:43673|issue:44336", @@ -11763,208 +11757,222 @@ "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" + "issue:43976|issue:45405" ], - "prepared_review_unit_hash": "42e8faacf2b19fb942e6bef692981f1a14953f01b1406bb4ce3905c22344c942", + "prepared_review_unit_hash": "3a92cae1e48e88d99b61f21804f7cd6170e554676c473c299c9ae8bc0463cae0", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37005, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "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.", + "summary": "This cluster is mostly a loose semantic group of unrelated Transformers issues. The items share broad themes like multimodal APIs, model loading, cache/version regressions, and docs, but they do not describe the same concrete bug/change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s multimodal API regressions: it is open, has the most inbound references/activity among the clearly user-facing multimodal issues, and describes a concrete, reproducible failure in `apply_chat_template`.", "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_issue_reason": "issue:44521 is the best triage anchor because it is specific, impactful, and actively discussed; it is a clearer representative than the more generic docs/version issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs: `position_ids` buffer access vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: Qwen3-MoE `sliding_window` behavior vs stale `auto_mappings.py` config references." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing generation cache in chunked prefill while the other is cache-length config handling." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Generic Python/version support issue vs a specific model load failure; not the same bug." + }, { "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." + "reason": "Both involve flex_attention/PyTorch, but they fail for different reasons and at different code paths." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression vs t5gemma embedding-resize bug; unrelated failures." + "reason": "Multimodal processor/tokenizer regression vs token embedding resize not updating decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different functionality: feature-length helper in qwen3_omni_moe vs PPDocLayoutV3 CPU/CUDA mismatch." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label-reduction bug vs pipeline docs behavior note; not the same issue." + "reason": "Image processor label reduction bug vs pipeline docs mismatch; only loosely related by being docs/API adjacent." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode guard vs D-FINE auxiliary-loss behavior; different underlying problems." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary losses." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different models and symptoms: helper length computation vs CPU/CUDA output divergence." + "reason": "Both involve Ministral/Devstral, but one is save/load dequantized weights and the other is FlashAttention failure." }, { "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." + "reason": "Pipeline docs wording issue vs model config/import failure; unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model/config import problem vs PIL backend torchvision dependency issue; unrelated." + "reason": "Unrecognized model config vs unnecessary torchvision requirement in PIL image processors." }, { "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." + "reason": "Python support/versioning issue vs unspecified dependency issue; too different." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression vs ANSI color output bug; unrelated." + "reason": "Cache behavior in generation vs ANSI output in loading_report; 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." + "reason": "Both touch FlashAttention, but one is a model-specific failure and the other is an `s_aux=None` crash in sink-less models." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized-model/config loading error vs AutoModelForCausalLM text_config unwrapping bug; different fixes." + "reason": "Model not recognized from config vs `from_config` not unwrapping `text_config`; different loading bugs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; unrelated." + "reason": "Notebook syntax error vs token insertion constructor error; unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure vs cache-length semantics; not the same bug." + "reason": "Janus image-generation test failure vs cache-length config behavior; unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + "reason": "Different import failures in different modules/symbols, not the same missing export." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model-loading regression vs Qwen3.5 save_pretrained regression; different stages and code paths." + "reason": "Qwen3VL MoE model loading regression vs Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA span decoding top_k bounds bug vs empty apply_chat_template IndexError; unrelated." + "reason": "QA span decoding top-k bounds error vs empty-list `apply_chat_template` crash." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping vs model memory overflow; different problems." + "reason": "Partial-batch pipeline bookkeeping bug vs memory overflow in sam3-litetext." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad to merge." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same defect." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "assistant_masks bug in multimodal templates vs FA2 long-context performance regression; unrelated." + "reason": "Both are multimodal/transformer-adjacent, but one is an assistant mask correctness bug and the other is a FA2 performance regression." }, { "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." + "reason": "Tokenizer embedding resize bug vs Whisper empty-transcription generation failure." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation vs missing decorator on rotary-pos registration; unrelated." + "reason": "Llama config validation vs missing decorator on `apply_rotary_pos_emb`; different subsystems." }, { "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." + "reason": "Dependency problem vs PEFT minimum-version bump; not duplicates." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "Blip2 dtype loading issue vs Qwen3.5 checkpoint save regression." }, { "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." + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; both docs-related but different content." }, { "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." + "reason": "Processor/tokenizer multimodal regression vs Deepseek tokenizer output change; different model families and failure modes." } ] }, @@ -11980,17 +11988,16 @@ "component_index": 1, "component_count": 23, "review_unit_index": 39, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:33290", "issue:41950", - "issue:42175", "issue:42796", "issue:42994", "issue:43299", @@ -12000,22 +12007,19 @@ "issue:43525", "issue:43650", "issue:43653", - "issue:43673", - "issue:43761", "issue:43854", - "issue:43901", - "issue:43976", "issue:44016", + "issue:44075", "issue:44242", - "issue:44246", "issue:44261", "issue:44263", "issue:44291", + "issue:44351", "issue:44361", + "issue:44368", "issue:44462", "issue:44466", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", @@ -12024,8 +12028,9 @@ "issue:45103", "issue:45200", "issue:45276", + "issue:45278", + "issue:45357", "issue:45372", - "issue:45397", "issue:45542", "issue:45593", "issue:45600", @@ -12035,228 +12040,222 @@ "issue:45823", "issue:45834", "issue:45907", - "issue:46209" + "issue:46082", + "issue:46209", + "issue:46512" ], "soft_pairs": [ + "issue:44075|issue:44368", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:45357", "issue:41950|issue:45020", - "issue:44779|issue:45812", "issue:42796|issue:43650", + "issue:44779|issue:45812", "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:43653|issue:45593", "issue:44683|issue:45542", - "issue:44016|issue:44291", "issue:43650|issue:46209", + "issue:44016|issue:44291", "issue:44462|issue:45081", - "issue:44361|issue:45593", "issue:43441|issue:45834", + "issue:44361|issue:45593", "issue:45103|issue:45372", "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:45081|issue:45907", - "issue: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" + "issue:44261|issue:44263", + "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "f7d44c524b2bd9ecb4acc8855198128cb771afecd8abd0dbec95afbf0e33569f", + "prepared_review_unit_hash": "1435535645c07be7802b5fd574a24a7d0b6ecc7798a2dca1a82adf93ab85ec60", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36062, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35016, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 }, "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.", + "summary": "This set is mostly a heterogeneous mix of unrelated Transformer bugs, with no strong duplicate cluster emerging. The soft-similarity pairs share broad themes (tokenizers, loading, multimodal configs, deepspeed, import errors) but not the same concrete failure path.", + "confidence": 0.16, + "canonical_issue_reason": "issue:45812 is the clearest standalone bug report here: a concrete, high-impact regression with a specific symptom (wrong token IDs), a specific subsystem (AutoTokenizer), and strong user-facing impact.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no umbrella report that meaningfully subsumes the others.", + "best_issue_reason": "issue:45812 is the best representative issue to keep as a canonical example because it is specific, reproducible, and well-scoped compared with the more generic or ambiguous reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Different failures: video-classification pipeline processor lookup vs broad remote_code model-loading regressions." + "reason": "Both mention optimizer-related behavior, but one is about SGD args being ignored and the other about a tied-embeddings warning during LoRA fine-tuning; different bugs and code paths." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is about LlamaConfig head_dim validation; the other is about dtype metadata staying stale after from_config. Different model config issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a missing HybridCache symbol and the other is a broad post-upgrade import breakage report; too different to be the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen/Gemma multimodal regressions, but one is loading failure for Qwen3VL MoE models and the other is incorrect visual-encoder keys on save_pretrained; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different model families and symptoms; not the same bug." + "reason": "A pipeline processor lookup bug is not the same as a broader remote_code compatibility regression." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and a generic data request are unrelated." + "reason": "Tokenizer BPE-marker handling and a generic \"ADD THE DATA\" issue are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms and likely different fixes." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading issues, but for different models and different code paths." + "reason": "Different models and failure modes: Qwen3VL MoE loading versus GLM-4.7-Flash test loading." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different model-specific bugs: router loss handling vs Gemma 4 multimodal token defaults." + "reason": "One concerns MoE load-balancing loss gating; the other is a Gemma 4 multimodal training default for mm_token_type_ids. Related area, not the same underlying bug." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Unrelated config bugs: default multimodal config initialization vs missing pad_token_id on Llama4Config." + "reason": "Different config classes and different attributes; no shared code-path evidence." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization/device-dependent lm_head behavior is distinct from resize_token_embeddings not updating embeddings." + "reason": "Both touch Gemma4 weights/embeddings, but one is about serialization of lm_head.weight and the other about resize_token_embeddings not propagating to per-layer/output embeddings; not clearly the same defect." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; different subsystems." + "reason": "Pipeline processor lookup versus Gemma4 PLE device-mismatch during forward are distinct failures." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Pipeline processor lookup issue and Gemma4 device_map forward mismatch are different bugs." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on new torch versions is unrelated to a TensorFlow backend installation problem." + "reason": "FlexAttention compilation on torch 2.9 and a TensorBoard/TensorFlow backend error are unrelated." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Notebook syntax error and init_empty_weights constructor-argument failure are not the same defect." + "reason": "No meaningful overlap: a placeholder issue versus an FP8 inference failure on B200." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "A vague placeholder request is unrelated to FP8 inference failure on B200." + "reason": "A notebook syntax error is not the same as an init_empty_weights argument regression." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different tokenizer-loading problems." + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crashing on a backend_tokenizer attribute; different bug paths." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to D-FINE loss handling." + "reason": "Different model-specific runtime errors: FlashAttention failure versus OCR long-input index error." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are different issues." + "reason": "Tokenizer attribute errors and D-FINE auxiliary-loss logic are unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring crash with future annotations and a mistral_common import error are unrelated." + "reason": "auto_docstring annotation handling and a mistral_common import failure are different issues." }, { "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." + "reason": "Quantized model saving and dequantized model loading with device_map=auto are separate stages and different failure modes." }, { "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." + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer.step calls are different concrete bugs." }, { "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." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." }, { "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." + "reason": "Both are repo-maintenance/C I-related, but one is stale auto_mappings references and the other is leftover dummy classes; different fixes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Docs mismatch for return_all_scores and import slowness are unrelated." + "reason": "One is a precision/config epsilon issue in MLA q_a_layernorm; the other is torch.split return handling in GlmMoeDsaIndexer." }, { "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", + "right": "issue:44749", "accept": false, - "reason": "GenerationMixin cache handling and CLIPVisionModel hidden_states regression do not share the same underlying bug." + "reason": "Processor save_pretrained missing files and a performance regression after upgrading versions are unrelated." } ] }, @@ -12272,42 +12271,45 @@ "component_index": 1, "component_count": 23, "review_unit_index": 40, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:41628", + "issue:42175", "issue:42491", - "issue:42886", "issue:43299", + "issue:43441", "issue:43525", "issue:43526", "issue:43531", - "issue:43540", "issue:43643", + "issue:43673", "issue:43723", + "issue:43761", "issue:43784", "issue:43824", "issue:43881", + "issue:43901", "issue:43976", "issue:44016", "issue:44162", "issue:44188", "issue:44242", "issue:44246", - "issue:44295", "issue:44297", "issue:44336", "issue:44373", - "issue:44451", - "issue:44485", "issue:44496", "issue:44589", - "issue:44871", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", "issue:45003", "issue:45103", "issue:45362", @@ -12318,249 +12320,239 @@ "issue:45593", "issue:45800", "issue:45823", - "issue:46132", "issue:46291", "issue:46399", - "issue:46424", "issue:46614", "issue:46655", "issue:46665", - "issue:46726", - "issue:46752" + "issue:46726" ], "soft_pairs": [ - "issue:43723|issue:44162", - "issue:45542|issue:45800", - "issue:43824|issue:43976", - "issue:46291|issue:46399", - "issue:43525|issue:43881", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43723|issue:44162", + "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:44188|issue:44336", "issue:46655|issue:46726", + "issue:44336|issue:44373", "issue:41628|issue:43976", - "issue:44246|issue:44496", "issue:43784|issue:45542", + "issue:44246|issue:44496", "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:43526|issue:45003", "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:43531|issue:45362" ], - "prepared_review_unit_hash": "fc9fa84f9d490432c811dca9ca4c8278fe6ae6aa04cf32aff01f4c0f6298100b", + "prepared_review_unit_hash": "64e40ace2206fdc67ce2b5db81f202698d5bca95e4129916bbe31819c2e2bda8", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35685, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "soft_pair_count": 28, + "serialized_chars": 35375, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "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.", + "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions, model-loading failures, backend/install issues, or docs/test bugs. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43976 is the broadest, most release-level regression in the set: it describes a general Transformers v5 compatibility break rather than a model-specific edge case.", "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_issue_reason": "Issue 45561 is the most actionable standalone issue in the cluster: it is open, has the most discussion/inbound references, and contains a concrete failure mode with a likely reproducible test-race root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:42175", + "right": "issue:43976", "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." + "reason": "Different failures: backend/dependency packaging vs Python-version compatibility. Same library, but not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "One is missing files in processor.save_pretrained; the other is a from_pretrained/load failure on Gemma-4 ZeRO3. Different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both affect model behavior in v5, but CamemBERT MLM predictions and Deepseek tokenizer output are separate model-specific regressions." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention/kernel issues, but one is Ministral-3 FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9; different bug surfaces." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache handling and CLIPVisionModel hidden_states are different failures in different subsystems." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Unrelated problems: tensorboard/TensorFlow backend handling vs a torch/transformers compatibility regression." + "reason": "One is a missing TensorFlow backend in install extras; the other is a torch/Transformers version incompatibility. Not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model/loading problems." }, { "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." + "reason": "ImportError for a specific VL model class is unrelated to the Python 3.9+ support regression." }, { "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." + "reason": "Kernel package import/version-revision validation and missing decorator registration are different kernel-integration bugs." }, { "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." + "reason": "Both are load failures, but for different models and error modes: missing pad_token_id vs a failed glm-4v-9b load." }, { "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." + "reason": "Notebook syntax error is unrelated to Gemma4 device placement during forward." }, { "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." + "reason": "Llama4Config missing pad_token_id is not the same as AutoConfig returning missing fields under trust_remote_code." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "A missing storage type and a chat crash are not the same underlying bug." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct runtime errors." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "ANSI terminal codes vs a wrong docstring are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI color leakage in loading_report." }, { "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." + "reason": "Video padding miscalculation in SmolVLM is different from AutoProcessor failing when a required vision backend is missing." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "An import error for `AutoImageProcessor` is unrelated to the Python 3.9/3.10 compatibility issue." + "reason": "Terminal ANSI output and docstring text are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Import performance and unrecognized-model config handling are different problems." + "reason": "Missing AutoImageProcessor import and Python 3.9+ incompatibility are separate import/environment issues." }, { "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." + "reason": "Both mention missing symbols, but sentence-transformers import NameError and undefined tf backend are different dependency issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance is unrelated to config.json missing model_type." }, { "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." + "reason": "Tokenizer config serialization mismatch and Gemma-4 ZeRO3 from_pretrained failure are different bugs." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated." + "reason": "A pytest-xdist file race and a stale generation warning are unrelated test/runtime issues." }, { "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." + "reason": "Phonemizer language-state retention and from_pretrained behavior inside Python classes are different state-management problems." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing and Qwen3.5 kernel registration are unrelated." + "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel registration error 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." + "reason": "Missing load-balancing loss and missing auxiliary losses are similar in wording but refer to different models and training branches." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated code defects." }, { "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." + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across hf4.x/main and the other is Qwen3VL MoE loading; not clearly the same bug." }, { "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." + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes are different issues." } ] }, @@ -12576,17 +12568,18 @@ "component_index": 1, "component_count": 23, "review_unit_index": 41, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:36246", "issue:41950", "issue:42757", + "issue:42886", "issue:43257", "issue:43262", "issue:43295", @@ -12596,53 +12589,59 @@ "issue:43596", "issue:43673", "issue:43901", - "issue:44038", "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44336", "issue:44351", - "issue:44466", + "issue:44451", "issue:44479", + "issue:44485", "issue:44496", "issue:44561", - "issue:44623", "issue:44734", "issue:44749", "issue:44779", "issue:44857", + "issue:44871", "issue:44877", - "issue:44987", "issue:45003", "issue:45137", "issue:45200", "issue:45292", - "issue:45335", "issue:45375", - "issue:45459", + "issue:45397", "issue:45561", - "issue:45584", "issue:45600", "issue:45759", "issue:45859", + "issue:46132", "issue:46369", "issue:46399", "issue:46424", "issue:46506", "issue:46655", - "issue:46726" + "issue:46752" ], "soft_pairs": [ + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44451|issue:46752", + "issue:44336|issue:46424", + "issue:42886|issue:46132", "issue:43550|issue:46506", - "issue:44779|issue:45292", "issue:41950|issue:44220", + "issue:44779|issue:45292", "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:44734|issue:46424", "issue:44496|issue:45003", "issue:43540|issue:46655", "issue:45859|issue:46399", @@ -12650,229 +12649,236 @@ "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:45375|issue:45759", + "issue:43262|issue:44246", "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" + "issue:43295|issue:45292" ], - "prepared_review_unit_hash": "ed715221d58a88111936e22b29d7e560c51be5335521396e2a8a7b65f10007a0", + "prepared_review_unit_hash": "7a377111234a053a37f560d41db8cd46b00b180c326429db99c8d908fd726588", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36734, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "soft_pair_count": 32, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "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, + "summary": "The cluster is a grab bag of mostly unrelated Transformers issues spanning multimodal/video regressions, config/import breakages, cache/deepspeed bugs, and docs/UX problems. None of the soft edges look like true duplicates of the same underlying bug.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44479 is the broadest representative regression in the set, with an explicit v5.3.0 video-input failure affecting multiple Qwen multimodal variants.", "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_issue_reason": "issue:44479 best captures the largest coherent subtheme here: a shared video-input regression across several related models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different failures: Bamba torch.compile/SDPA vs PPDocLayoutV3 CPU/CUDA output mismatch." + "reason": "Different failures: Qwen3OmniMoe video processing error vs empty-list apply_chat_template IndexError." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated bugs: router-loss handling vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths and symptoms: position_ids buffer access vs Gemma-4 ZeRO3 from_pretrained loading." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting bug vs GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different model-loading failure vs empty-chat-template input handling." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report terminal detection bug vs cache max length behavior; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading vs AttentionInterface.register behavior; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Tokenizer correctness bug vs resize_token_embeddings propagation bug." + "reason": "torch.compile+SDPA issue in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; not duplicate." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to audio fbank feature extraction." + "reason": "Video-classification pipeline import/processor lookup issue vs audio feature extraction bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings/output_embeddings mismatch." }, { "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." + "reason": "Different missing symbol imports from different packages; only superficially similar." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols: Qwen2.5-VL image processor vs HybridCache." + "reason": "Both are import errors, but for different removed symbols and different fixes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + "reason": "Docs mention return_all_scores vs unsafe sys.modules access; unrelated." }, { "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." + "reason": "Different DeepSpeed-related problems: weight conversion vs empty deque during ZeRO3." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "KV-cache continuation tensor indexing is unrelated to cache length config semantics." + "reason": "sys.modules access bug vs pytest-xdist captured_info.txt race; different issues." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "sys.modules access bug and pytest-xdist file-race bug are different code paths." + "reason": "KV cache continuation crash in serve vs cache max length semantics; different code paths." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized-model config loading is unrelated to sys.modules access." + "reason": "Model config recognition failure vs sys.modules access bug; not the same underlying defect." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding miscalculation affect different processors/models." + "reason": "Both involve video, but different models and distinct preprocessing bugs." }, { "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." + "reason": "CPU offload incompatibility vs missing decorator for kernel registration; not mergeable as one fix." }, { "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." + "reason": "Chunked prefill cache issue vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + "reason": "ESM2 model breakage vs Gemma-4 mm_token_type_ids defaulting; different models and failures." }, { "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." + "reason": "Both are video-input regressions, but for different model families and different preprocessing defects." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 vision encoder missing attribute and sam3-litetext memory overflow are different defects." + "reason": "Missing output attribute in SAM3 video encoder vs memory overflow in sam3-litetext; not duplicate." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to slow import behavior." + "reason": "Mixture-of-experts router loss bug vs LwDetr image loss AMP crash; unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing strict config field and unwrapping text_config in composite Qwen configs are different issues." + "reason": "Strict config field dropping vs text_config unwrapping in AutoModelForCausalLM; related area but different bug." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Router loss omission and AMP/CUDA image-loss crash do not share the same failure." + "reason": "Audio chat-template sampling-rate default vs router-loss omission; unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer access error and performance regression report are not the same bug." + "reason": "Buffer access error vs performance regression during filtering; different symptom and fix." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque IndexError is unrelated to stale auto_mappings references breaking CI." + "reason": "ZeRO3 deque failure vs stale auto_mappings references; different maintenance issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import error and DeepSpeed/BertModel IndexError are unrelated." + "reason": "Qwen processor import error vs ZeRO3/BertModel index error; 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." + "reason": "Strict config loading failure vs silent field drop in a different config class; not the same bug." }, { "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." + "reason": "Removal of is_torch_fx_available vs Qwen3.5 apply_rotary_pos_emb registration crash; different failure modes." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf decode-error masking." + "reason": "Processor/tokenizer regression vs embeddings resizing bug; separate code paths." } ] }, @@ -12888,77 +12894,82 @@ "component_index": 1, "component_count": 23, "review_unit_index": 42, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ + "issue:29870", + "issue:30333", "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:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44188", - "issue:44297", - "issue:44361", "issue:44368", + "issue:44466", "issue:44479", "issue:44483", - "issue:44530", "issue:44623", - "issue:44749", - "issue:44871", "issue:44877", "issue:44977", + "issue:44987", "issue:44995", "issue:45200", "issue:45229", "issue:45250", + "issue:45292", + "issue:45335", "issue:45397", "issue:45412", + "issue:45459", "issue:45563", + "issue:45584", "issue:45588", "issue:45656", - "issue:45685", "issue:45987", "issue:46082", "issue:46123", - "issue:46132", "issue:46170", "issue:46202", "issue:46421", - "issue:46431", + "issue:46506", "issue:46710", "issue:46726" ], "soft_pairs": [ + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", "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:44877|issue:46170", "issue:43475|issue:43540", "issue:42886|issue:45229", + "issue:43065|issue:43408", "issue:45397|issue:45656", "issue:43931|issue:44368", - "issue:43065|issue:43408", "issue:44368|issue:45563", "issue:44995|issue:45588", "issue:43723|issue:46710", @@ -12966,232 +12977,198 @@ "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" + "issue:44188|issue:46421" ], - "prepared_review_unit_hash": "b296cfaa94c9fee51c98fe6e2476493e86ee835c30c5893a8622f024e701980b", + "prepared_review_unit_hash": "bc01a64c070bb3f2e157df977744024836dea2f93f70be2720c6f66550fd40b8", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36995, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35200, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 }, "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.", + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, multimodal, caching, config, and training/runtime issues. None look like true duplicates or PRs that should be merged together.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster does not describe one underlying bug; choosing any item would misrepresent the rest.", "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_issue_reason": "No issue is suitable as a global best representative for deduping since the items are not the same problem family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: one is embedding resize sync, the other is Whisper empty transcription handling after token alignment." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/resize embeddings, but one is device-dependent serialization and the other is T5Gemma decoder embedding not updating after resize." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Different failure points: saving processor files vs AutoProcessor falling back badly when a vision backend is missing." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen3-VL-Moe loading bug vs CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/loading issues; one is a model load failure on transformers>=5.1, the other is exception masking when protobuf is absent." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely different domains: BART generate() error vs MLflow reporting after failed training jobs." + }, { "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." + "reason": "Different subsystems and failure modes: video-input regression in Qwen models vs Windows/ROCm import dependency problems." }, { "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." + "reason": "Only loosely related by Flash Attention 2.0; one is a specific model incompatibility, the other is a generic feature/issue title." }, { "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." + "reason": "Different concrete bugs: tied-weights warning in Qwen3-Next vs a patchtsmixer post_init constraint issue." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory cleanup issue vs MaskGenerationPipeline partial-batch dropping; no shared underlying change." + "reason": "Unrelated: RT-DETR memory release vs MaskGenerationPipeline partial-batch result dropping." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs broad ESM2 breakage; too different in scope and symptom." + "reason": "Tokenizer special-token registration bug is unrelated to the ESM2 broken-workflow report." }, { "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." + "reason": "Different Qwen3.5 problems: tied-embeddings warning during fine-tuning vs flash-attention generation regression." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Granite speech config loading strictness vs Windows/ROCm dependency import error; unrelated." + "reason": "Different models and root causes: GlmMoeDsa stale cache crash vs Gemma 4 token-id defaulting for text-only fine-tuning." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Second-forward stale cache bug vs Gemma4 token-type-id defaulting; different model logic." + "reason": "Different issues: strict Granite config parsing vs Windows ROCm import dependency handling." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-input ValueError; distinct model families and bugs." + "reason": "Both are multimodal/video-related, but the concrete bugs differ: missing vision encoder field vs Qwen3OmniMoe video processing ValueError." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU OOM; no common code path." + "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Related SAM3 area, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained issue vs deepspeed optimizer double-step; different training mechanisms." + "reason": "Both involve deepspeed, but one is Gemma-4 zero3 loading and the other is an optimizer step being called twice." }, { "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." + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tied-embeddings warning in Qwen3.5 fine-tuning." }, { "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." + "reason": "One is a tied-weights warning, the other is a stale paged-generate warning for num_return_sequences." }, { "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." + "reason": "Different code paths: GlmMoeDsa second forward-pass crash vs flash_attention integration AttributeError on s_aux=None." }, { "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." + "reason": "Tokenizer loading in v5 is unrelated to a model accuracy regression after upgrading versions." }, { "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." + "reason": "StaticCache return type contract bug is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue; no shared code-path." + "reason": "Different problems: torch.compile branching changes attention kernels vs Gemma pipeline roundtrip on the \u2581 token." }, { "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." + "reason": "The reproduction issue is not clearly the same bug as Gemma roundtrip failure; no concrete shared failure path is shown." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API rejection vs tokenizer roundtrip failure; different surfaces entirely." + "reason": "Chat/completions request rejection in v5.3 is a different runtime/API bug from Gemma tokenizer roundtrip failure." }, { "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." + "reason": "Both mention caching/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." } ] }, @@ -13207,45 +13184,44 @@ "component_index": 1, "component_count": 23, "review_unit_index": 43, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28282", "issue:30990", "issue:39692", "issue:41628", "issue:42371", - "issue:42673", "issue:42994", + "issue:43065", "issue:43232", "issue:43441", "issue:43475", "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", - "issue:43704", + "issue:43701", "issue:43723", - "issue:43784", - "issue:43824", - "issue:43873", "issue:43986", + "issue:43994", "issue:44038", - "issue:44188", - "issue:44351", + "issue:44162", + "issue:44297", + "issue:44361", "issue:44623", + "issue:44749", "issue:44869", + "issue:44871", "issue:44933", - "issue:44945", "issue:44964", - "issue:45081", "issue:45092", - "issue:45103", "issue:45137", "issue:45230", "issue:45310", @@ -13253,22 +13229,33 @@ "issue:45375", "issue:45381", "issue:45397", - "issue:45406", "issue:45478", + "issue:45584", "issue:45656", - "issue:45753", - "issue:46202", + "issue:45685", + "issue:46123", + "issue:46132", + "issue:46170", "issue:46326", - "issue:46399", - "issue:46701", + "issue:46431", "issue:46726", "issue:46752" ], "soft_pairs": [ - "issue:43232|issue:43673", + "issue:45685|issue:46431", + "issue:45584|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:42994|issue:43482", "issue:44623|issue:45656", "issue:43441|issue:46752", - "issue:42994|issue:43482", + "issue:43232|issue:43673", "issue:43475|issue:43643", "issue:45375|issue:45478", "issue:28282|issue:30990", @@ -13277,238 +13264,228 @@ "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:44038|issue:44623", + "issue:45230|issue:45397", "issue:39692|issue:46726", + "issue:42371|issue:45092", "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" + "issue:43723|issue:46326" ], - "prepared_review_unit_hash": "75a96383808219db4cb3bbcea92a57fcb93c332564efbf4d96bd70e373ba550a", + "prepared_review_unit_hash": "cd1f4540402eefc258ef5fd711be66f432a5c32bfb1ce23f9bcdb5df693593f1", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36219, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "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.", + "summary": "Mostly distinct bug reports with only one likely duplicate-ish pair in the Qwen3.5-Moe v5 loading path. The rest span unrelated failures across processors, tokenizers, generation, quantization, and model-specific regressions.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s nearest duplicate theme: a concrete Qwen3.5-Moe from_pretrained regression in Transformers v5, likely overlapping with the related config-field-drop report.", "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_issue_reason": "issue:45310 is the best single issue to anchor this cluster because it is specific, actionable, and appears closest to another near-match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45685", + "right": "issue:46431", "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." + "reason": "Different subsystems and failure modes: MoE/MPS histogram error vs chat-template validation." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Saving processor files and duplicate optimizer stepping under DeepSpeed are different problems." + "reason": "Whisper decoding bug and Windows/ROCm torch.distributed import failure are unrelated." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Ministral FlashAttention failure and empty-list apply_chat_template crash are unrelated." + "reason": "Sam3PixelDecoder dummy layer issue and MaskGenerationPipeline batch-finalization bug affect different code paths." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + "reason": "Tokenizer AttributeError vs a performance regression after upgrade; not the same bug." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "SAM 3 video encoder attribute error and trust_remote_code missing-fields behavior are different bugs." + "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is missing processor files; different fixes." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43994", + "right": "issue:46726", "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." + "reason": "Both involve vision models, but one is bad outputs from AutoModel/pipeline and the other is missing-backend import handling in AutoProcessor." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "PyTorch import error and Sentence Transformers loading hang are different symptoms and likely different causes." + "reason": "Generic custom-model initialization breakage vs a specific ESM2 regression; too broad to be the same issue." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "AutoImageProcessor import failure and image_utils import mismatch are related to imports, but not the same missing symbol or code path." + "reason": "Performance slowdown and double optimizer-step behavior are different problems." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Both mention AutoProcessor and missing vision backends, but they target different models and error conditions; too broad to merge." + "reason": "Checkpoint resume key mismatch and data-path slowdown are unrelated." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes field are distinct issues." + "reason": "Quantized-model saving failure and GGUF loading failure are different directions and code paths." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are unrelated tokenizer/decoding bugs." + "reason": "Processor save_pretrained file emission bug is unrelated to deepspeed optimizer-step duplication." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43441", + "right": "issue:46752", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are different topics." + "reason": "FlashAttention/model-load failure and empty-chat-template IndexError are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Generic bug report versus gemma-4 zero3 from_pretrained issue; no clear underlying match." + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence; not the same bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are different regressions." + "reason": "Missing attribute on Sam3 video output is not the same as missing config fields from trust_remote_code AutoConfig." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + "reason": "Both are Qwen3.5-Moe related, but one is a specific config-field drop and the other is a broader from_pretrained error without enough evidence of the same root cause." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "SigLIP2 doc example errors and AutoProcessor backend-missing import behavior are separate problems." + "reason": "PyTorch import missing and Sentence Transformers loading stall are unrelated." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "SAM 3 video encoder attribute error and qwen2.5-vl video position-id bug are different model-specific failures." + "reason": "Both are import/export complaints around image utilities, but the reported missing symbols differ and the underlying paths are not clearly the same." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "AutoTokenizer loading failure in v5 and mistral_common continue_final_message behavior are different tokenizer issues." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-pos-emb registration failure are unrelated." + "reason": "Both mention missing vision backends, but one is video-model loading without torchvision and the other is image-processor resolution; too different to merge confidently." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Generation cache/update bug and attention-kernel divergence under torch.compile are different code paths." + "reason": "Custom model init regression and ESM2 breakage may both be v5-related, but they are not the same concrete failure." }, { - "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:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both are Qwen3.5-Moe v5 from_pretrained/config-loading regressions, and the config-field-drop report plausibly explains the broader loading error." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are unrelated." + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec/regex regression are different tokenization bugs." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Pipeline-parallelism output bug and Qwen3_5 infinite-loop-on-image issue are different failures." + "reason": "Quantized save failure and Llama4Config pad_token_id AttributeError are separate issues." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "AutoImageProcessor import error and HybridCache import error are separate missing exports." + "reason": "Qwen3-VL-Moe loading and processor save_pretrained missing files do not share the same bug." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Gemma pipeline roundtrip failure and DiffusionGemmaGenerationOutput pipeline breakage are different symptoms." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained regression are not comparable." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-VL import error are unrelated." + "reason": "SigLIP2 docs/example errors and AutoProcessor missing-backend handling are different problems." }, { - "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:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API migration guidance and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Mistral tokenizer regex crash and auto_docstring future-annotations crash are unrelated." + "reason": "Sam3 video encoder output missing field and Qwen2.5-VL video position-id issue are different model-family regressions." }, { - "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." + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and mistral_common continue_final_message behavior are separate tokenizer issues." } ] }, "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." + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The only accepted pair, issue:45310 and issue:45375, is supported as a plausible Qwen3.5-Moe Transformers v5 loading/config regression, while the rest are reasonably treated as distinct by subsystem and failure mode. No obvious overstatement beyond the evidence in the titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -13521,15 +13498,14 @@ "component_index": 1, "component_count": 23, "review_unit_index": 44, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:27957", "issue:30333", "issue:30990", "issue:33290", @@ -13537,59 +13513,70 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42222", "issue:42673", "issue:42831", "issue:42898", + "issue:42994", "issue:43232", "issue:43278", "issue:43377", "issue:43479", "issue:43504", - "issue:43723", + "issue:43704", "issue:43784", "issue:43824", - "issue:43874", + "issue:43873", "issue:43976", - "issue:44016", "issue:44038", - "issue:44079", + "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", - "issue:44734", - "issue:44779", "issue:44792", "issue:44869", "issue:44933", - "issue:45092", + "issue:44945", + "issue:45081", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", + "issue:45406", "issue:45561", "issue:45600", "issue:45712", - "issue:45812", + "issue:45753", "issue:46077", "issue:46123", - "issue:46231", - "issue:46693" + "issue:46202", + "issue:46399", + "issue:46693", + "issue:46701" ], "soft_pairs": [ + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:45081|issue:45103", "issue:43278|issue:45137", - "issue:36010|issue:41628", "issue:44038|issue:45310", + "issue:36010|issue:41628", "issue:44222|issue:45310", - "issue:43232|issue:44792", "issue:42831|issue:44222", - "issue:30333|issue:33290", - "issue:43504|issue:45561", + "issue:43232|issue:44792", "issue:42175|issue:44933", - "issue:45561|issue:45600", + "issue:43504|issue:45561", "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45561|issue:45600", "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:42175|issue:45712", @@ -13598,215 +13585,226 @@ "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" + "issue:42673|issue:46693" ], - "prepared_review_unit_hash": "b13b3e6b4d2fe9fcc59b0bfd7d2069d69e214ce5fd1420e1b0a7b4326d11dafd", + "prepared_review_unit_hash": "ebc5d4008d1f341715298087cd9e652b5be08de503a94bf99ec676e5f06a1d7a", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36728, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "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.", + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; all other soft pairs look related only by broad subsystem or surface similarity, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue 42673 is the clearest canonical issue because it is the older, more detailed report of the exact duplicate pair 42673/43704.", "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_issue_reason": "issue 42673 is the best overall representative: it matches an exact duplicate, has the richer original report, and is the most suitable anchor for deduping that pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime failures in the transformers ecosystem, but they concern different symbols and different code paths (sentence-transformers import vs Qwen3.5 kernel registration)." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation internals, but one is about sync_gpus/model kwargs handling and the other is about attention-kernel divergence under torch.compile; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes and would not be fixed by one change." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma-related processing, but one is a missing _tokenizer attribute in serve and the other is a tokenizer roundtrip failure on a specific character." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-triggered infinite loop are unrelated problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but they are for different missing exports (AutoImageProcessor vs HybridCache) and different fixes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma/pipeline issues, but one is a text token roundtrip bug and the other is an image-text-to-text pipeline failure; too different to merge." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VL import errors are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are exact title duplicates describing the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto-docstring annotation processing are separate utilities with different crash conditions." + }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Different bugs: dtype change during eval vs DeepSpeed ZeRO3 deque underflow." + "reason": "Embedding dtype drift in evaluate and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 / transformers versioning, but one is a general compatibility bug and the other is a specific from_pretrained error for Qwen3.5-MoE." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Unrelated import failures for different symbols and modules." + "reason": "Both are missing-symbol import issues, but the symbols and affected modules differ and do not indicate the same root cause." }, { - "left": "issue:44038", + "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Related model family, but different releases and different from_pretrained failures." + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained loading are different code paths and symptoms." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "FP8 save_pretrained/moe serialization issue is unrelated to Qwen3.5 from_pretrained loading." + "reason": "Accuracy regressions in FineGrainedFP8 and FP8 save_pretrained failures are not the same bug." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync_gpus bug is unrelated to janus image-generation test failure." + "reason": "Generation kwargs update logic and a janus image generation test failure are not the same underlying issue." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as saving FP8 MoE checkpoints." + "reason": "Backend dependency installation and a missing image_utils import are unrelated packaging/API problems." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "MLflow status reporting and DeepSpeed Adafactor OOM are different problems." + "reason": "A legacy field breaking BEiT pretrained loading and a pytest-xdist race on captured_info.txt are unrelated." }, { - "left": "issue:43504", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading failure is unrelated to an xdist file race." + "reason": "Unrecognized model config and a testing race condition are completely different problems." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Backend dependency installation issue is unrelated to a missing image_utils import." + "reason": "MLflow reporting on failed training jobs and Adafactor/DeepSpeed OOM are unrelated." }, { "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." + "reason": "A parallel test-file race and stale auto_mappings entries are different CI issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue is unrelated to a missing import symbol." + "reason": "Python version compatibility and missing image_utils import are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang and embedding reinit after resize are different code paths." + "reason": "Sentence Transformers loading hangs and token-embedding resizing reinitialization are different bugs." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Dependency/backend packaging and dummy-class cleanup are unrelated." + "reason": "TensorFlow backend installation and leftover dummy classes in dummy_pt_objects.py are not the same change." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors and models." + "reason": "Tokenization cleanup behavior changes and mdeberta special-token insertion are separate tokenizer regressions." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask mismatch and MoE router loss behavior are unrelated." + "reason": "Missing padding-mask support in MIMI encoder and load-balancing loss omission in MoE routing are different model behaviors." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Causal-mask construction bug is unrelated to final-batch detection in a pipeline." + "reason": "Bidirectional attention mask construction and MaskGenerationPipeline batch-finalization logic are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save files is unrelated to Qwen3.5 MoE loading." + "reason": "Processor save_pretrained file emission and Qwen3.5 MoE loading are different areas and failures." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decode crash are unrelated." + "reason": "Default multimodal config initialization 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." + "reason": "VRAM leakage in dataloader threads and long-context FA2 performance regression are different performance bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly duplicate pair is 42673/43704, and the rest of the soft pairs are rejected conservatively with reasons that stay within the evidence. Canonical-issue choice and confidence look reasonable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13815,77 +13813,86 @@ "component_index": 1, "component_count": 23, "review_unit_index": 45, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:22355", + "issue:27957", "issue:28282", "issue:30333", "issue:34689", "issue:35141", - "issue:36331", - "issue:41628", - "issue:42757", + "issue:42222", "issue:42796", "issue:42831", "issue:42898", "issue:43116", - "issue:43232", "issue:43295", "issue:43479", "issue:43644", "issue:43723", - "issue:44060", - "issue:44075", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", "issue:44190", - "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", - "issue:44373", + "issue:44360", "issue:44448", - "issue:44484", - "issue:44485", + "issue:44568", "issue:44623", + "issue:44734", + "issue:44779", "issue:44933", - "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45200", "issue:45245", - "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:46082", + "issue:45812", "issue:46132", "issue:46231", - "issue:46424", "issue:46665", - "issue:46710" + "issue:46762" ], "soft_pairs": [ + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", "issue:30333|issue:34689", - "issue:42898|issue:43295", "issue:42898|issue:45356", + "issue:42898|issue:43295", "issue:43116|issue:44190", - "issue:45405|issue:45712", "issue:44060|issue:45125", + "issue:45405|issue:45712", "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:44360|issue:46762", "issue:44448|issue:46132", "issue:42831|issue:44623", "issue:44297|issue:45656", @@ -13893,239 +13900,222 @@ "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" + "issue:43479|issue:46665" ], - "prepared_review_unit_hash": "ee0cc2e313973a0ceca5fb8beb5d13e69b889c29bf963f3144f0f5b9ed805e84", + "prepared_review_unit_hash": "3fcc1144980efcd86c1a33494c9db4f11cd99621e002da284e1cf7937c3e4c50", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37128, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "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.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer regressions, multimodal config/loading bugs, training/optimizer behavior, docs/notebook problems, and import errors. The soft-similarity links are largely false positives.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is canonical: the items cover unrelated bugs across tokenization, multimodal configs, optimizer/training, docs, and import errors.", "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_issue_reason": "issue:42898 is the closest thing to a cluster hub because several candidates are tokenizer/v5 regressions, but it still describes a distinct `clean_up_tokenization_spaces` behavior change.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "MLflow failure reporting vs Llama 3.2 model-loading regression are different subsystems and bugs." + "reason": "Notebook syntax error vs a documentation parameter-name mismatch; unrelated problems." }, { "left": "issue:42898", - "right": "issue:43295", + "right": "issue:45812", "accept": false, - "reason": "Tokenization-space cleanup behavior and processor.tokenizer/image passthrough regression are unrelated." + "reason": "Both involve tokenization, but one is `clean_up_tokenization_spaces` behavior and the other is Granite token IDs; different bugs." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Generic v5 tokenization-space cleanup issue vs Kimi codec-handling/tokenizer regression are distinct bugs." + "reason": "Tokenizer loading failure vs missing BOS/EOS on `add_special_tokens=True`; distinct code paths." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Example script empty multi-label results and local dataset loading failure are separate problems." + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaults; unrelated model families and fixes." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "PEFT version requirement bump and leftover dummy-class cleanup are unrelated." + "reason": "Multimodal config initialization bug vs generic `ModelOutput` key handling; not the same issue." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Incorrect weight-tying warning and missing tensor-parallel plan are different model-specific issues." + "reason": "Both are tokenizer regressions, but they affect different models and have different symptoms/causes." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "position_ids buffer access error and double optimizer-step with deepspeed are unrelated code paths." + "reason": "Sentence-transformers import error vs missing Qwen2_5_VL class import; separate import failures." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "MLflow reporting on failure and embedding reinitialization after resize are unrelated." + "reason": "KV-cache tensor indexing crash vs auto-docstring annotation parsing crash; unrelated subsystems." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Failed MLflow reporting and unexpected trainer argument handling are different bugs." + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; both multimodal, but not the same bug." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same underlying issue." + "reason": "Flash Attention 2 model support vs MLflow reporting after training failure; unrelated." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Missing image_utils import and leaked dummy PT classes are different export/import issues." + "reason": "MLflow job-status bug vs Llama 3.2 Vision model loading regression; different code paths." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "SGD args not being used is a code bug; set_training doc parameter mismatch is documentation only." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is codec handling/fix warning for Kimi-K2.5." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class mismatch in tokenizer.save_pretrained are unrelated." + "reason": "Tokenizer cleanup behavior vs processor/tokenizer regression with images; different APIs and failures." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are different code paths." + "reason": "Text-classification example bug vs local dataset loading in image-classification example; unrelated examples." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and missing processor save files are unrelated save/load vs numeric-behavior bugs." + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; both Qwen, but not the same concrete defect." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer metadata mismatch and duplicate optimizer stepping with deepspeed are unrelated." + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Model-specific BPE marker handling and a general AutoTokenizer.from_pretrained v5 loading issue are not the same bug." + "reason": "Buffer read error vs optimizer stepping twice with DeepSpeed; unrelated runtime issues." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Multimodal config default initialization and non-persistent buffer junk fill are distinct initialization/runtime issues." + "reason": "MLflow reporting bug vs embedding reinitialization on resize; no shared underlying fix." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file omission." + "reason": "Import error for `transformers.onnx` vs missing PyTorch for `AutoModel`; both are import errors, but different causes." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated." + "reason": "Missing import from `image_utils` vs dummy-class cleanup; unrelated import surfaces." }, { - "left": "issue:43479", - "right": "issue:46665", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Config default handling and from_pretrained behavior inside Python classes are different problems." + "reason": "SGD arguments ignored vs documentation parameter-name typo; different severity and code paths." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying fix." + "reason": "FP8 MoE save-pretrained bug vs tokenizer class mismatch in tokenizer config; separate serialization problems." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are not the same issue." + "reason": "DSA indexer discussion vs Minimax attention numerical differences; unrelated." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are unrelated." + "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; different subsystems." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "AttentionInterface.register behavior change and DeepSeek accuracy regression are separate issues." + "reason": "FineGrainedFP8 accuracy issue vs processor save-pretrained missing files; unrelated save/serialization behavior." }, { "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", + "right": "issue:45656", "accept": false, - "reason": "FP8 MoE serialization and max_shard_size default semantics are unrelated." + "reason": "Tokenizer config mismatch vs DeepSpeed double optimizer step; no common bug." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different code paths." + "reason": "Ministral tokenizer BPE-marker bug vs tokenizer loading in v5; both tokenizer-related, but not the same defect." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Local dataset loading failure and LlamaConfig head_dim validation are unrelated." + "reason": "Phi4 multimodal config defaults vs non-persistent buffer junk; unrelated initialization problems." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "torch.split return-value handling in one model component and meta-init incompatibility in another are distinct bugs." + "reason": "FP8 MoE save-pretrained bug vs processor save-pretrained missing files; both save-related, but different objects and failure modes." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max_cache_length handling are separate generation features." + "reason": "Category-count runtime limit vs AttentionInterface.register behavior change; unrelated." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:43479", + "right": "issue:46665", "accept": false, - "reason": "Unsupported center argument in LastFeatureExtractor and auto_docstring annotation crash are unrelated." + "reason": "Multimodal config defaulting bug vs inconsistent `from_pretrained` usage inside Python classes; different underlying issues." } ] }, @@ -14141,303 +14131,303 @@ "component_index": 1, "component_count": 23, "review_unit_index": 46, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "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:43723", + "issue:44190", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", - "issue:44483", - "issue:44568", + "issue:44484", + "issue:44485", "issue:44623", "issue:44734", "issue:44829", + "issue:44977", + "issue:45071", "issue:45092", - "issue:45278", + "issue:45103", "issue:45310", "issue:45357", "issue:45381", - "issue:45406", - "issue:45753", "issue:45834", "issue:46002", "issue:46050", + "issue:46082", + "issue:46132", "issue:46209", "issue:46305", "issue:46328", - "issue:46402", "issue:46421", + "issue:46424", "issue:46431", - "issue:46655" + "issue:46655", + "issue:46710" ], "soft_pairs": [ + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44263|issue:45092", "issue:43122|issue:46209", "issue:43232|issue:45834", - "issue:44734|issue:46421", "issue:43475|issue:46305", + "issue:44734|issue:46421", "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:44263|issue:44373", "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:44279|issue:46328", + "issue:45092|issue:45357", "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" + "issue:44261|issue:45092", + "issue:22355|issue:27957" ], - "prepared_review_unit_hash": "632969a7f50b9da1081e415e97078755bef296a652f4a09e561e0e068c0429ce", + "prepared_review_unit_hash": "cfb7b1f544afd1ee7b95648e0e065f9c0c1cffb083d7581835ebe20f1e0b40ed", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "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.", + "summary": "These are mostly distinct bug reports across different Transformers v5 regressions and model-specific failures; none of the soft pairs look like true duplicates. If forced to pick an umbrella issue, 45071 is the broadest core-regression report, but it is still not a good duplicate match for the others.", + "confidence": 0.78, + "canonical_issue_reason": "45071 is the closest umbrella-style issue in this set because it reports a broad core regression in v5.4.0 (PreTrainedConfig type checking), but the cluster overall spans many different code paths.", "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_issue_reason": "45071 is the most representative of the set as a general v5 regression report, even though the rest are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer-version regression vs FP8 inference failure; different subsystem and failure mode." + "reason": "Different import failures from different modules: `transformers.onnx` vs `huggingface_hub.is_offline_mode`." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Generation state update bug vs OCR long-input indexing error; unrelated code paths." + "reason": "One is a config type-checking regression; the other is LlamaConfig rejecting explicit `head_dim` when shapes are incompatible." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "KV-cache continuation crash in serve vs cache lazy-init recompilation; both mention cache but are not the same bug." + "reason": "Docstring typo for `position_ids` is not the same bug as GLM-5 RoPE implementation behavior." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "SAM3 vision encoder attribute error vs MoonshineStreaming window off-by-one; unrelated models and logic." + "reason": "Attention registration API behavior changes are unrelated to the DeepSeek accuracy regression after upgrade." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "FP8 B200 inference issue vs missing chat template on processor; different feature areas." + "reason": "Both involve Qwen/tokenizer workflows, but one is tokenizer metadata saved incorrectly while the other is a `from_pretrained` load error; not the same code-path bug." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Streaming attention window off-by-one vs video padding calculation bug; both video-related but distinct." + "reason": "Generic tokenizer loading failure is different from Qwen3.5 flash-attention generation corruption." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Different DSA-indexer complaints: split-return handling vs missing ReLU." + "reason": "FP8 `save_pretrained` on MoE models is unrelated to the `max_shard_size` default question." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Buffer access error vs save_pretrained missing files; separate serialization/attribute issues." + "reason": "A local dataset loading script issue is unrelated to LlamaConfig head-dimension validation." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Runtime indexer bug vs docstring typo; not the same underlying problem." + "reason": "Generation kwarg update handling and cache-length config semantics are different bugs." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Loading hang vs zero-probability inference behavior; different symptoms and likely different causes." + "reason": "Feature-extractor argument crash and auto-docstring annotation crash are unrelated." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; unrelated." + "reason": "A `torch.split`/indexer bug is not the same as remote-code checkpoint incompatibility with v5 meta initialization." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Non-persistent buffer initialization bug vs streaming mask off-by-one; no shared code path." + "reason": "Tokenizer behavior drift across versions is unrelated to FP8 inference failing on B200 hardware." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43232", + "right": "issue:45834", "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." + "reason": "Generation KV-cache update logic is different from Kosmos2.5 OCR index errors." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Precision/config issue in MLA q_a_layernorm vs remote-code checkpoint meta-init incompatibility; different models and mechanisms." + "reason": "Missing `fpn_position_embeddings` in SAM3 output is unrelated to the MoonshineStreaming sliding-window off-by-one." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Generic dependency complaint vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Wrong tensor indexing in `/v1/responses` cache continuation is a different bug from cache lazy initialization causing recompilation." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Dequantized-model save failure vs sinq quantized model save/load breakage; both serialization-related but not the same concrete bug." + "reason": "FP8 inference failure on B200 is unrelated to missing files during processor save_pretrained." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "FP8 accuracy issue vs Qwen3.5 from_pretrained error; different failure types." + "reason": "Both are video/streaming related, but one is a window-mask off-by-one and the other is a padding-calculation bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Flash-attention training degeneration vs NaNs after checkout/init; both training quality issues, but distinct." + "reason": "Both mention DSA indexer, but they describe different functional issues (`torch.split` returns vs missing ReLU)." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Missing onnx module vs XLMRoberta Flash Attention 2 issue; unrelated." + "reason": "Reading a registered `position_ids` buffer is not the same as processor save_pretrained omitting files." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Chat-completions API rejection vs Gemma4Processor missing _tokenizer; different layers." + "reason": "Sentence Transformers load hanging and SigLIP zero-probability outputs are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Top-level import failures for different symbols; same broad theme, but not the same root bug." + "reason": "Indexer runtime behavior and a wrong docstring for `position_ids` are not duplicates." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." + "reason": "Qwen2.5-VL video `vision_position_ids` mismatch is a different problem from MoonshineStreaming mask off-by-one." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Wrong model type warning vs Sam3Model text encoder weights not loaded; different model-loading issues." + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to the streaming sliding-window mask bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "onnx import failure vs tokenizer extra-space bug; unrelated." + "reason": "Dequantized Ministrals/Devstrals save failure is different from sinq quantization breakage after save/load." }, { "left": "issue:42831", - "right": "issue:45753", + "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression vs infinite loop on a specific image; not the same bug." + "reason": "FineGrainedFP8 accuracy issues are not the same as a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Offset-mapping bug vs BOS/EOS not added in v5; both tokenizer regressions but different behavior and code path." + "reason": "Generic dependency issues are unrelated to the `SequenceFeatureExtractor.pad` NumPy conversion inefficiency." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Flash Attention 2 model issue vs sentence-transformers loading hang; unrelated." + "reason": "Old InternVL2 meta-init incompatibility is different from Qwen3.5 `save_pretrained` writing incorrect visual encoder keys." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Single missing import from huggingface_hub vs broad import errors after upgrade; too general to treat as same bug." + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are not the same failure." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5; different tokenizer issues." + "reason": "MLA RMS norm epsilon precision discussion is unrelated to meta-initialization incompatibility for old checkpoints." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "torch.compile attention-kernel divergence vs docstring problem; not related." + "reason": "Missing `transformers.onnx` module and XLMRoberta Flash Attention 2 support are unrelated." } ] }, @@ -14453,303 +14443,289 @@ "component_index": 1, "component_count": 23, "review_unit_index": 47, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:22355", - "issue:29159", + "issue:27957", + "issue:28218", "issue:30990", "issue:33357", "issue:39401", "issue:41628", "issue:42371", + "issue:42757", "issue:42796", + "issue:42831", "issue:42886", "issue:42907", "issue:42994", - "issue:43116", + "issue:43066", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", - "issue:43475", "issue:43576", "issue:43646", "issue:43756", "issue:43784", - "issue:43937", + "issue:43824", "issue:43976", "issue:44038", "issue:44060", "issue:44117", + "issue:44188", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", - "issue:44485", + "issue:44483", "issue:44488", - "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", - "issue:44829", "issue:44945", "issue:44964", - "issue:45200", "issue:45278", - "issue:45290", + "issue:45406", "issue:45593", - "issue:45600", + "issue:45753", "issue:46002", - "issue:46326", - "issue:46369" + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" ], "soft_pairs": [ + "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:42886|issue:42994", - "issue:43232|issue:45593", + "issue:44188|issue:44373", "issue:43408|issue:46369", + "issue:43232|issue:45593", "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:42371|issue:44263", "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" + "issue:46172|issue:46762", + "issue:44117|issue:44704" ], - "prepared_review_unit_hash": "5451b41ef43d8152ea58ae33794714efaddb44f30d8e1d9181373851cc6976fc", + "prepared_review_unit_hash": "0ded377b74926a3fb33179168834b9102621216548a54f3a8039422bee24a1a5", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "soft_pair_count": 28, + "serialized_chars": 35507, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "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.", + "summary": "This is a loose Transformers issue cluster with several broad import/tokenizer/model-regression reports, but the soft pairs are not true duplicates of the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (\u201cmany import errors after update\u201d), making it the best representative issue for the cluster\u2019s shared regression theme.", "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_issue_reason": "issue:45278 best captures the cluster\u2019s main recurring pattern of post-upgrade import/API breakage, even though the cluster is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat-completions request validation vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different model areas." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to the Qwen3-VL-Moe bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same family (Sam3) but different concrete bugs: model-type warning vs text encoder weights not loading." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific issues: FineGrainedFP8 accuracy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenization, but one is offset mapping and the other is special-token insertion on a different model." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but not the same concrete bug as the specific is_offline_mode import failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong decoder type are different tokenizer bugs." + }, { "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." + "reason": "Cache/offline loading and quantized model saving are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Generation state handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Torch.compile attention-kernel divergence is unrelated to a wrong docstring." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same SAM3 family, but a model-type warning and a memory overflow are different bugs." + "reason": "One is a model-type warning; the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg propagation and D-FINE auxiliary-loss behavior are different code paths." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA precision/config issue and a docstring typo are unrelated." + "reason": "Precision error in MLA layernorm is unrelated to a docstring typo." }, { "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." + "reason": "Custom model initialization breakage and NaNs after checkout/init are 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." + "reason": "Specific BPE-marker handling on one tokenizer is not the same as general tokenization drift across versions." }, { "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." + "reason": "Quantized model saving failure and pipeline-parallel output corruption are different failures." }, { "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." + "reason": "Loading hang in Sentence Transformers is unrelated to a MacOS bus error on a CLIP model." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env command and an import NameError in sentence-transformers are different issues." + "reason": "Broken env command and NameError importing sentence-transformers are different regressions." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to a torch.split indexing bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE-layer dropping and tied-weights warnings are different model-implementation problems." + "reason": "Missing RoPE layers and incorrect tied-weights warning are distinct model-architecture issues." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping and a separate model-loading failure are not the same bug." + "reason": "Tokenizer offset mapping bug and a model load failure are different problems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and loading a multimodal checkpoint are unrelated." + "reason": "Dequantized-save failure is not the same as failing to load a multimodal model." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallel output correctness are unrelated." + "reason": "Python version compatibility regression is unrelated to incorrect pipeline-parallel outputs." }, { "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." + "reason": "Reading registered position_ids and tokenizer_class mismatch in saved config are different serialization bugs." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate breakages." + "reason": "DeepSeek tensor-transpose issue and Minimax numerical mismatch are different numerical/code-path problems." }, { "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." + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs are separate API issues." } ] }, @@ -14765,64 +14741,78 @@ "component_index": 1, "component_count": 23, "review_unit_index": 48, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:22355", "issue:29127", + "issue:29159", "issue:36296", "issue:38617", "issue:39401", + "issue:41628", "issue:42175", - "issue:42222", - "issue:42371", - "issue:42673", "issue:42757", "issue:42898", - "issue:43066", + "issue:42907", "issue:43116", "issue:43122", "issue:43278", - "issue:43441", + "issue:43408", + "issue:43452", + "issue:43475", "issue:43493", "issue:43611", + "issue:43784", "issue:43824", - "issue:43825", - "issue:43874", "issue:43937", - "issue:43976", "issue:44038", - "issue:44075", "issue:44188", "issue:44222", "issue:44295", + "issue:44297", "issue:44351", - "issue:44355", + "issue:44360", "issue:44485", + "issue:44521", "issue:44625", + "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44938", "issue:44945", - "issue:45072", - "issue:45083", + "issue:45200", "issue:45216", "issue:45278", - "issue:45357", - "issue:45446", + "issue:45290", "issue:45478", + "issue:45600", "issue:45753", "issue:46002", - "issue:46231", + "issue:46326", "issue:46328", "issue:46614" ], "soft_pairs": [ + "issue:43784|issue:45600", + "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:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:43116|issue:45200", "issue:39401|issue:46614", "issue:45216|issue:45478", "issue:44038|issue:44222", @@ -14830,8 +14820,8 @@ "issue:43824|issue:44351", "issue:43122|issue:44779", "issue:43278|issue:44945", - "issue:36296|issue:43116", "issue:42757|issue:44351", + "issue:36296|issue:43116", "issue:22355|issue:29127", "issue:42175|issue:44938", "issue:43493|issue:45753", @@ -14840,228 +14830,228 @@ "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" + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "7f5305199208be5071c4ec470a7491e1a3e69e2c2d19ada6bc11d29c78bf8537", + "prepared_review_unit_hash": "4892d81352c3bc0c3ed9690cf93a4f7c0006b64722646fc7d51e37a33db64558", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36219, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "soft_pair_count": 32, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "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.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import errors, tokenizer quirks, and model-specific bugs. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: multiple import failures after upgrading to Transformers 5.5.0, which best matches the cluster\u2019s many import/regression-style issues.", "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_issue_reason": "issue:45278 is the most representative issue overall because it captures the widest shared theme in the set and can subsume nearby import-regression reports better than the narrower, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Different tokenizer families and different bugs: offset_mapping correctness vs stale espeak backend state." + "reason": "Both are import-related, but one is a sentence-transformers NameError and the other is a CI break from removed auto_mappings configs; different code paths and fixes." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:42907", + "right": "issue:43937", "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." + "reason": "Different model-specific failures: save_pretrained on dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Different code paths: Qwen3-VL-Moe Transformers v5 bug vs FP8 save_pretrained for moe." + "reason": "41628 is one specific missing export (AutoImageProcessor), while 45278 is a broad summary of many import errors; not the same concrete bug." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Unrelated symptoms and mechanics: model-specific v5 bug vs position_ids buffer access error." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated bugs in different subsystems." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages." + "reason": "One is missing kwargs propagation in AutoProcessor.from_pretrained; the other is chat-template crashing on tool-call assistant messages." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Both concern tokenization regressions, but they affect different models and reported behavior is different." + "reason": "Tokenizer offset_mapping errors and assistant_mask generation failures are both tokenizer-adjacent, but not the same underlying defect." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Different problem domains: dtype change in evaluate() vs incorrect output under pipeline parallelism." + "reason": "DSA indexer ReLU concern and GLM-5 RoPE implementation are unrelated topics." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Tensor-parallel training bug and multi-label example script output are unrelated." + "reason": "Both mention SAM 3 Video, but one is a model-type warning and the other is a missing attribute on encoder output; not the same bug." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Distinct import failures from different packages/modules, not one shared root cause." + "reason": "Tokenizer behavior regression versus multimodal assistant_mask bug; different failure modes and fixes." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Completely different issues: missing module import vs LayoutLMv3 error-message clarity." + "reason": "Both involve tokenization behavior, but one is general tokenization differences across versions and the other is continue_final_message for mistral_common tokenizers." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; no shared bug." + "reason": "Qwen3-VL-Moe runtime issue and tokenizer_config save_pretrained mismatch are separate problems." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different model behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on one image." + "reason": "Dequantized model saving and gguf_file loading failures are different code paths." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:42898", + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug and mm_token_type_ids defaulting issue are different behaviors in different workflows." + }, + { + "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior change vs phonemizer backend state bug are different components and symptoms." + "reason": "Both involve tokenization-related code, but one is offset mapping and the other is stale espeak backend language state." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; not the same defect." + "reason": "Both affect Qwen3.5 around save/from_pretrained, but one is saved-checkpoint corruption and the other is a loading error for the Moe variant; too different to merge." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44038", + "right": "issue:44222", "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." + "reason": "Different FP8/MoE/model-loading issues; no shared concrete bug path." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Base_model_prefix loading breakage and NaNs in classification heads are unrelated." + "reason": "Qwen3-VL-Moe regression and position_ids buffer/read error are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Example-script classification output and SigLIP2 implementation mismatch are separate issues." + "reason": "Both are missing-import errors, but for different symbols and likely different release breaks." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Runtime errors in compiled Python files vs a documentation parameter name mismatch are not duplicates." + "reason": "General tokenization regression across versions versus Deepseek-specific incorrect tokenizer results; not the same bug." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue vs incorrect PyTorch version check in flex_attention; different code paths." + "reason": "Training/eval dtype drift and pipeline-parallel output corruption are distinct distributed-training issues." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different models and likely different root causes." + "reason": "Missing is_offline_mode and missing HybridCache are separate import failures from different API removals." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Different Qwen model variants and different failure modes; insufficient evidence of one shared underlying bug." + "reason": "Tensor parallel training bug and multi-label classification example issue are unrelated." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "num_labels propagation bug and NaNs in a classification head are unrelated." + "reason": "ONNX import failure and LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in CI are separate problems." + "reason": "TensorFlow backend packaging and Python 3.14 load failure are different environment/release issues." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "TF32 behavior settings and a missing image-patch helper method are unrelated." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are unrelated model bugs." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "qwen3_omni_moe feature-length helper behavior and flex_attention import version check are different defects." + "reason": "torch.compile attention kernel branching and SequenceFeatureExtractor.pad performance issue are different code paths." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42898", + "right": "issue:46614", "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." + "reason": "v5 tokenization space-cleanup behavior change and stale phonemizer backend state are different tokenizer issues." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Multi-label example behavior and pipeline() translation-task messaging are unrelated." + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate problems even if they affect the same model family." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." + "reason": "A specific missing layer_type_validation import and a broad set of import errors after upgrade are not the same concrete bug." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads after checkout/init are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() failure after train() do not share a concrete code path." + "reason": "Example-script classification output bug and SigLIP2 implementation mismatch are unrelated." } ] }, @@ -15077,303 +15067,288 @@ "component_index": 1, "component_count": 23, "review_unit_index": 49, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28348", "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", "issue:43066", - "issue:43450", + "issue:43116", + "issue:43441", "issue:43673", + "issue:43825", "issue:43827", + "issue:43874", "issue:43937", - "issue:43986", + "issue:43976", "issue:43992", - "issue:44117", - "issue:44291", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", "issue:44380", - "issue:44410", - "issue:44466", + "issue:44625", "issue:44704", "issue:44779", - "issue:44829", - "issue:44977", + "issue:44936", "issue:44995", - "issue:45071", - "issue:45081", - "issue:45216", - "issue:45310", - "issue:45341", + "issue:45072", + "issue:45083", + "issue:45092", "issue:45356", - "issue:45405", + "issue:45357", "issue:45446", - "issue:45561", + "issue:45478", "issue:45563", - "issue:45588", "issue:46002", "issue:46077", + "issue:46231", "issue:46328", - "issue:46512", "issue:46614", "issue:46640", "issue:46655", "issue:46697", "issue:46710", - "issue:46752" + "issue:46752", + "issue:46762" ], "soft_pairs": [ + "issue:44355|issue:46231", + "issue:43976|issue:45446", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:44075|issue:44936", "issue:43992|issue:44704", "issue:44995|issue:46697", "issue:28348|issue:46640", "issue:43066|issue:46710", "issue:46614|issue:46752", + "issue:44263|issue:46762", "issue:43827|issue:45446", + "issue:45092|issue:46762", "issue:43064|issue:43673", - "issue:43937|issue:45563", "issue:42673|issue:42796", + "issue:43937|issue:45563", "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" + "issue:43673|issue:46328", + "issue:42673|issue:46655" ], - "prepared_review_unit_hash": "093e29c91eb9db35e17f2878e9721ff24f7767b8ff945e594dbbf359b489c9f5", + "prepared_review_unit_hash": "5cafc7d2ee8714fcdf981283afbf1b80b2d8f4153d35bac81500b44624b01f6e", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36685, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "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.", + "summary": "The items are mostly unrelated standalone issues. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The closest-looking groups are tokenizer regressions and Qwen/Qwen3 family issues, but the specific failure modes differ.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44779 is the clearest, most concrete user-facing regression among the set, with a specific model/version scope and reproducible tokenizer behavior. That said, this cluster does not appear to contain a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster does not share one underlying defect.", + "best_issue_reason": "issue:44779 is the best single anchor issue because it is specific, actionable, and clearly describes a regression rather than a broad symptom.", "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", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Completely different subsystems: GlmMoeDsa forward-pass caching vs image padding in Swin2SR." + "reason": "Compiled-file runtime errors and a docs parameter-name mismatch are unrelated." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43976", + "right": "issue:45446", "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." + "reason": "Python-version compatibility and a PyTorch version check in flex_attention are different problems." }, { "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", + "right": "issue:44779", "accept": false, - "reason": "Stale phonemizer backend state and empty chat-template input crash are unrelated." + "reason": "Both are tokenizer-related regressions, but one is decoder type in v5 and the other is DeepSeek output correctness; different code paths." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Docs referencing pipeline() and a flex_attention version check bug are unrelated changes." + "reason": "Same broad Qwen/Moe family, but different model versions and different failures (generic bug vs from_pretrained error)." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption and GenerationMixin cache missing during chunked prefill are different failures." + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in unrelated models are not the same bug." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "GenerationConfig validation error and stale num_return_sequences warning do not indicate the same bug." + "reason": "Config propagation for num_labels and NaNs in classification heads are distinct symptoms with different likely causes." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM dataloader threads versus tokenizer BPE-marker handling; no shared root cause." + "reason": "A feature-extractor helper bug and a flex_attention import/version check are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different issues." + "reason": "Both involve Qwen3.5/Moe save/load paths, but one is incorrect saved keys while the other is a from_pretrained load error; not clearly the same defect." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "GPT-2 attention scaling ignored in SDPA/FlashAttention is separate from Gemma4 bidirectional-mask construction." + "reason": "TF32 settings guidance and a missing image-processor method are unrelated." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are unrelated." + "reason": "VitPose model breakage and a FlashAttention failure in Ministral are different model-specific issues." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to Wav2Vec2 phonemizer language caching." + "reason": "Example-script multi-label output bug and an incorrect pipeline() error message are different issues." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Qwen3ForCausalLM VRAM leak and SmolVLM video padding are different code paths." + "reason": "Unused SGD arguments and a train-then-evaluate failure do not point to the same code path." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type checking are distinct API breakages." + "reason": "Missing embed_tokens weights in UMT5Encoder and kwargs not forwarded in AutoProcessor.from_pretrained are unrelated." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "VitPose model breakage and empty-list chat template crash are unrelated." + "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are different components." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "A PEFT minimum-version bump and a PyTorch version check bug are unrelated maintenance issues." + "reason": "Both mention FlashAttention 2, but one is a GPT2 support request and the other is a generic open issue; not the same change/bug." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "lm_head serialization inconsistency is not the same as NaNs in classification heads after checkout/init." + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are different problems." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:46614", + "right": "issue:46752", "accept": false, - "reason": "Tokenizer-mapping None handling and flash_attention s_aux=None crash are different failure modes." + "reason": "Stale phonemizer language state and apply_chat_template on empty input are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are related only by model family, not the same concrete bug." + "reason": "A torch.split return-value issue in GlmMoeDsa is unrelated to Minimax attention numerical differences." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors (offset mapping vs incorrect generation results)." + "reason": "Documentation still referencing pipeline() and a flex_attention version check are unrelated." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are separate problems." + "reason": "Remote-code checkpoint meta-init incompatibility and numerical differences in Minimax attention are different failure modes." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Type checking breakage in v5.4.0 and stale config.dtype after from_config are different config issues." + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked prefill are unrelated." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "A small testing_utils bug and an xdist race on captured_info.txt are not the same underlying defect." + "reason": "VRAM leakage in Qwen3ForCausalLM and tokenizer BPE-marker handling are different bugs." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "testing_utils bug versus SequenceFeatureExtractor padding inefficiency; unrelated." + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same issue." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different issues." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different tokenizer issues." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "FlashAttention-3 degenerate training and Qwen3.5 checkpoint save regression are unrelated." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different model/backend bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "Tokenizer mapping fallback bug and Mistral regex patch AttributeError are distinct loader/tokenizer problems." + "reason": "Kimi tokenizer codec/regression issues and Wav2Vec2 phonemizer state leakage are unrelated tokenizer subsystems." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "3d_parallel.py runtime failure and a testing_utils bug are unrelated." + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different code removals/refactors." + "reason": "A VRAM leak in Qwen3ForCausalLM and a video padding calculation bug in SmolVLM are different issues." } ] }, @@ -15389,303 +15364,302 @@ "component_index": 1, "component_count": 23, "review_unit_index": 50, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", - "issue:43066", - "issue:43097", + "issue:42617", "issue:43122", - "issue:43352", "issue:43408", - "issue:43577", - "issue:43673", + "issue:43450", "issue:43742", - "issue:43874", - "issue:43931", "issue:43937", - "issue:44038", - "issue:44075", + "issue:43986", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", - "issue:44360", + "issue:44291", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", + "issue:44779", + "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", + "issue:45405", + "issue:45446", "issue:45478", - "issue:45542", - "issue:45656", - "issue:46172", + "issue:45561", + "issue:45588", + "issue:46002", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", - "issue:46617" + "issue:46512", + "issue:46617", + "issue:46752", + "issue:46762" ], "soft_pairs": [ - "issue:45362|issue:46328", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", "issue:43408|issue:43742", + "issue:45362|issue:46328", "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:42371|issue:44261", "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:42371|issue:46617", "issue:44410|issue:45478", - "issue:38617|issue:44220", + "issue:44261|issue:46762", "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" + "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "a7a8a46a22a6836249217a804040ea79c1b01b55ea7cbb3934863b602f2c042e", + "prepared_review_unit_hash": "28f2e89c0ddf9689b27bb58a1654fba357bccb9abe06a942cbdee34349f0628d", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35993, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "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.", + "summary": "The set is thematically related by transformer v5-era regressions, but the soft-paired items are not the same underlying bugs. I rejected all soft edges and picked the broad import-regression report as the best cluster anchor.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45278 is the most representative cluster anchor: it describes a broad wave of import errors after upgrading from 4.57.0 to 5.5.0, which matches the general regression theme better than the narrower model-specific reports.", "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_issue_reason": "issue:45278 is the best single issue for this cluster because it is broad, user-facing, and plausibly encompasses multiple narrower import-breakage reports without being overly specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Completely different bugs: chat-generation crash vs. feature extractor padding inefficiency." + "reason": "Both are v5 regressions, but one is an init_empty_weights TypeError and the other is PretrainedConfig type-checking; different code paths and symptoms." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Different model families and failure modes; one is a model-type mismatch warning, the other a key error while loading MobileLLM." + "reason": "Vitpose model loading failures and empty-list chat template crashes are unrelated bugs in different subsystems." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Different categories: tokenizer behavior regression vs. noisy logging." + "reason": "A PEFT version pin issue and a PyTorch version check bug are both dependency-related, but they are not the same defect." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Unrelated topics: TF32 configuration warning vs. missing rms_norm_eps in MLA layernorm." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash-attention crash on sink-less models are unrelated code paths." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Config-loading bug vs. documentation mismatch; not the same underlying change." + "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different model-state problems." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Different subsystems and failures: vitpose model breakage vs. backend registry error for tensorflow_text." + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors affect different model families and failure modes." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "No shared code path; save_pretrained shard sizing is unrelated to Qwen3.5 MoE loading failure." + "reason": "Both are tokenizer bugs, but they concern different models and different tokenizer behaviors (offset mapping vs output correctness)." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "TF32 warning/config issue is unrelated to trust_remote_code cache file lookup." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are distinct problems." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Different failures: invalid GenerationConfig vs. unrecognized model config." + "reason": "PretrainedConfig type-checking breakage and stale config dtype after from_config are different behaviors in separate APIs." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Tokenizer offset mapping bug and FP8/B200 inference failure are unrelated." + "reason": "A testing_utils bug and a pytest-xdist race in patched testing utils are related only by file area, not by the same underlying bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Both touch Qwen-family models, but the concrete problems differ: missing projections in one layer vs. from_pretrained error." + "reason": "Incorrect batched video-processor shapes and an AutoProcessor crash without torchvision are separate video-related failures." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "ImportError for a missing symbol is not the same bug as the fbank feature extraction issue." + "reason": "A testing utility bug and a SequenceFeatureExtractor.pad performance issue are different problems." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44829", + "right": "issue:45216", "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." + "reason": "Degenerate training with flash_attention_3 and a Qwen3.5 save_pretrained regression are unrelated issues." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different optimizer bugs: SGD args ignored vs. optimizer step called twice with DeepSpeed." + "reason": "A tokenizer mapping None bug and a Mistral regex patch AttributeError are different tokenizer internals." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Different model internals and symptoms: torch.split return values vs. RoPE implementation discussion." + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same underlying cause." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:38617", + "right": "issue:41628", "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." + "reason": "Both are import errors, but they are for different missing symbols and different modules." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id key warnings are different regressions." + "reason": "A sam3_video/sam3_tracker model-type warning and a MobileLLM key error are unrelated loading issues." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Generation cache/chunked-prefill bug is unrelated to a testing_utils issue." + "reason": "Qwen3.5 chat crashes and a padding performance regression are not the same bug." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "ImportError for AutoImageProcessor and PreTrainedModel type-checking breakage are different API changes." + "reason": "Tokenization changes across versions and a noisy logging message are unrelated." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Model-loading breakage and TensorBoard/TF backend detection are unrelated." + "reason": "Strict config rejection for granite_speech and a documentation parameter-name mismatch are different classes of issue." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Different Qwen-VL loading mismatch vs. missing projections in qwen3next layer 0." + "reason": "Vitpose model breakage and a tensorflow_text backend-mapping error are unrelated import/loading issues." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Type-checking regression and backend-install detection bug are unrelated." + "reason": "A save_pretrained shard-size question and a Qwen3.5 from_pretrained error are unrelated." }, { - "left": "issue:43874", + "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Image-patch counting bug and MLA layernorm epsilon bug are different code paths." + "reason": "TF32 behavior controls and MLA q_a_layernorm precision/config issues are distinct." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Chat/completions request validation and streaming inference failure are not the same underlying issue." + "reason": "Qwen3 tokenizer offset mapping and FP8 inference failure on B200 are different model/runtime problems." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44496", "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." + "reason": "Invalid GenerationConfig and unrecognized model config are separate validation failures." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Different models and operations; no evidence the GlmMoeDsaIndexer split behavior and deepseek-v4 transpose bug share a fix." + "reason": "TF32 API settings and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "DSA indexer missing ReLU and deepseek-v4 transpose issue are separate model-internal bugs." + "reason": "Both mention Qwen3.5/Qwen3next-family loading, but the specific broken code paths and model variants differ." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "PyTorch warning during compile of bf16 model vs. Blip2 dtype propagation bug are different problems." + "reason": "A missing rms_norm_eps precision bug and numerical differences in Minimax MSA attention are not the same issue." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Older XLM-RoBERTa FlashAttention support issue is unrelated to NemotronHForCausalLM Flash Attention 2 support." + "reason": "A missing import from image_utils is a specific API break, while 45278 is a broad upgrade-wide import regression report." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different Qwen/VL loading and config issues; not the same bug." + "reason": "A missing configuration_utils import and a _torch_extract_fbank_features issue are unrelated." } ] }, @@ -15701,63 +15675,81 @@ "component_index": 1, "component_count": 23, "review_unit_index": 51, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", + "issue:42222", "issue:42757", - "issue:42890", - "issue:43064", + "issue:43012", + "issue:43066", "issue:43097", + "issue:43122", + "issue:43352", "issue:43441", "issue:43452", - "issue:43502", "issue:43531", + "issue:43577", "issue:43673", - "issue:43873", "issue:43874", + "issue:43931", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44933", - "issue:44936", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", "issue:45588", + "issue:45656", "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" + "issue:46369" ], "soft_pairs": [ + "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:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", "issue:43441|issue:44829", "issue:43097|issue:43452", "issue:45003|issue:45341", @@ -15765,244 +15757,251 @@ "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:43531|issue:45341", + "issue:43874|issue:44263", "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" + "issue:44410|issue:45375" ], - "prepared_review_unit_hash": "e4dff29dabce1516373bd6e50f76bc689d26de55c61ca5fb4fc401b7772529d1", + "prepared_review_unit_hash": "d0767258c00a8eb0d599bb0b478a790ca08107a28d39466704626d3af4a599b1", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35951, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37239, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "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.", + "summary": "Mostly unrelated v5/model-loading regressions with no accepted soft duplicates. The tokenizer reports (43066/43122) are the closest pair, but the packet does not justify merging them, so the duplicate claim stays conservative.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43122 is the best representative of the tokenizer-regression subgroup because it describes the user-visible version-to-version tokenization drift most directly; however, it is not strong enough evidence to merge it with 43066 as a proven duplicate.", "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_issue_reason": "Issue 43122 is the strongest anchor in this cluster for the tokenizer behavior-change thread, but the 43066 pair remains only soft similarity and should not be treated as confirmed duplicate evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44075", + "right": "issue:45656", "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." + "reason": "Different optimizer bugs: ignored SGD args vs double optimizer stepping under deepspeed." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM internals and symptoms; no concrete shared code path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-related, but only soft similarity is present and deterministic_accept=false; not enough to confirm the same bug." }, { "left": "issue:43097", - "right": "issue:43452", + "right": "issue:44493", "accept": false, - "reason": "API removal for `tie_embeddings_and_encoder_decoder` is unrelated to the `gguf_file` tokenizer/model loading failure." + "reason": "Both are v5 regressions, but one is API removal and the other is a position-id key issue." }, { - "left": "issue:45003", + "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "`sys.modules` access in modeling_utils and a testing_utils bug are unrelated problems." + "reason": "Unrelated areas: generation cache/chunked prefill vs a testing utility bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to the testing_utils issue." + "reason": "Different failures: import error vs PreTrainedConfig type-checking regression." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "A missing image_utils import and a docs parameter-name mismatch are not the same bug." + "reason": "Both mention loading/backend issues, but they are different model and TF/tensorboard problems." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "RMS norm precision/config issues in MLA are unrelated to GLM-5 RoPE implementation." + "reason": "Same broad Qwen3-VL family, but the reported failures are different code paths and symptoms." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Qwen3_5 infinite-loop behavior and SAM3-LiteText memory overflow are different model/runtime failures." + "reason": "Completely different regressions: type-checking vs TensorFlow backend detection." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Missing image-patch helper and a torch.split return-value issue are different defects." + "reason": "Both hit chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "A Qwen3-MoE sliding-window bug is unrelated to the testing_utils bug." + "reason": "Unrelated: save_pretrained sharding-size question vs Qwen3.5-MoE loading error." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Tokenizer-mapping fallback logic and loading `physical-intelligence/fast` are different loader failures." + "reason": "Different multimodal bugs: missing image-patch method vs RMS norm epsilon precision issue." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Missing cache in generation during chunked prefill is unrelated to MaskGenerationPipeline batching logic." + "reason": "Both are dtype-related, but one is a compile warning and the other is a load-time dtype mismatch." }, { - "left": "issue:45440", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence and a DeepSeek-V4 tensor transpose issue are not the same concrete bug." + "reason": "Different model internals and symptoms; no clear shared code path." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "API removal for tie_embeddings is unrelated to the flash_attention `s_aux=None` crash." + "reason": "Different GLM/DeepSeek implementation bugs with no concrete overlap." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Missing torchvision for video processors is unrelated to the `ReasoningEffort` import error." + "reason": "Both involve Flash Attention 2, but for different models and different failure modes." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different packages and code paths." + "reason": "Related Qwen3-VL variants, but the titles suggest distinct loading/shape issues rather than the same bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different issues." + "reason": "Flash-attention-related, but one is unsupported FA2 on a model and the other is degenerate training under FA3." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with `model_init` are unrelated training-path bugs." + "reason": "Unrelated regressions: embedding-tie removal vs gguf_file preload handling." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "A v5 API removal is unrelated to quantized save/load breakage after `save_pretrained`." + "reason": "modeling_utils sys.modules access bug is unrelated to the testing_utils issue." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43986", + "right": "issue:45341", "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." + "reason": "Processor/torchvision import crash is unrelated to the testing utility bug." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44933", + "right": "issue:46231", "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." + "reason": "One is a missing import, the other is a documentation parameter mismatch." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Video processor dependency handling and a save_pretrained shard-size question are unrelated." + "reason": "Both are GLM-related, but the precision/config epsilon bug is separate from the RoPE implementation discussion." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Noisy logging and an `apply_chat_template` empty-list crash are unrelated." + "reason": "Different model families and different failure modes: infinite loop vs memory overflow." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Missing `set_seed()` in a test file and a noisy logging message are unrelated." + "reason": "Both are from_pretrained/load regressions, but the titles point to different root causes." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Both are import errors, but they concern different modules and missing names." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing utility issue." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "A tensor transpose/dtype bug in DeepSeek-V4 is unrelated to the accuracy regression after upgrade." + "reason": "Different failures in different multimodal/model components." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "API removal for embeddings tying is unrelated to offloading problems with quantization." + "reason": "Generation cache handling vs pipeline partial-batch finalization are not the same bug." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "AddedToken construction and TOKENIZER_MAPPING_NAMES fallback are different tokenizer-loader bugs." + "reason": "DeepseekV3MoE divergence and Deepseek-V4 tensor conversion are distinct implementation issues." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback and a DiffusionGemma pipeline failure are unrelated." + "reason": "Embedding-tie removal and flash_attention s_aux crash are unrelated." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Training/evaluation lifecycle issues are unrelated to import-time failure to bring in Trainer." + "reason": "Both are import/loading crashes, but caused by different missing dependencies/modules." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Offline/network access regression and missing `embed_tokens.weight` in UMT5Encoder are different loader bugs." + "reason": "Both are ImportErrors, but from different modules and likely different dependency/version breaks." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3 family issues, but they refer to different missing fields/projections." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for the tokenizer pair. In the packet, every soft-pair verdict has deterministic_accept=false, including issue:43066 \u2194 issue:43122, so marking that pair accepted is not grounded. Please keep the duplicate claim conservative or reject the pair unless there is stronger packet evidence." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16012,18 +16011,16 @@ "component_index": 1, "component_count": 23, "review_unit_index": 52, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:36683", - "issue:42175", - "issue:42490", - "issue:42757", + "issue:38617", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -16031,48 +16028,65 @@ "issue:43097", "issue:43208", "issue:43352", - "issue:43526", + "issue:43502", "issue:43550", - "issue:43582", - "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44038", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", - "issue:44222", - "issue:44230", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", + "issue:44410", "issue:44484", - "issue:44514", "issue:44655", - "issue:44683", "issue:44704", + "issue:44936", "issue:44938", "issue:45103", - "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", + "issue:46050", "issue:46132", "issue:46172", "issue:46178", "issue:46298", "issue:46365", - "issue:46421" + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752" ], "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "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:44938|issue:46178", "issue:42907|issue:44655", "issue:42907|issue:45753", "issue:43825|issue:44655", @@ -16084,237 +16098,244 @@ "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" + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365" ], - "prepared_review_unit_hash": "9155b444244df0ab12bef174b57c4f1f871befaf68a613b8cdfd487d90aee80a", + "prepared_review_unit_hash": "ac71e646b107f6634bca3738a853deee80e3ae5a3ec5a8ebe727f457dcd23f9f", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36238, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37681, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "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`).", + "summary": "No soft pair looks like a true duplicate; the similarities are mostly broad subsystem overlap (v5, quantization, processors, tokenizers) rather than the same concrete bug. I\u2019d anchor the cluster on the active quantization/offloading regression in issue 43873, but it is not a duplicate of the other items.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43873 is the best anchor: it is open, has the most discussion/inbound references here, and describes a broad user-facing quantization/offloading failure with active investigation. The other issues are more specific, one-off regressions in different code paths.", "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_issue_reason": "43873 has the clearest ongoing impact and the strongest triage signal, so it is the most suitable representative issue in this set even though it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different failures: optimizer-state corruption under v5+FSDP2+PEFT vs Liger Kernel not being applied with model_init. Same ecosystem, not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a missing/removed config API in v5; the other is broken save/load for quantized sinq models. Different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a v5 bug on Qwen3-VL-Moe while the other is missing projections in qwen3next layer 0. Not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/video-model loading without torchvision is unrelated to the 50GB shard-size default in save_pretrained()." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is the meaning of num_frames. Related area, distinct issues." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs apply_chat_template crashing on an empty list are unrelated behaviors." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in a model integration test is a test-flakiness issue, not a logging-message bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols: layer_type_validation vs HybridCache. Different breakages." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-V4 dtype/transpose bug is a concrete model implementation issue; the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One concerns a removed config attribute in v5; the other is an offloading/quantization runtime failure. Same broad area, not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken special-arg duplication is different from TOKENIZER_MAPPING_NAMES returning None during from_pretrained()." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping failures are unrelated to the DiffusionGemma image-text-to-text pipeline breakage." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train is a lifecycle/runtime bug; import Trainer failing because datasets is installed is an import-time dependency issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still causing network calls is unrelated to UMT5Encoder missing embed_tokens.weight on load." + }, { "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." + "reason": "AutoProcessor not forwarding kwargs to cached_file is unrelated to the auto_docstring AttributeError with future 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." + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is a model backend bug, not the chunked-prefill recompilation issue." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Python 3.14 load failure is unrelated to a backend mapping error for `tensorflow_text`." + "reason": "Video-model loading without torchvision and tokenizer mapping None are different failure modes in different subsystems." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "A missing torchvision dependency path is unrelated to tokenizer mapping returning `None` in `from_pretrained`." + "reason": "Python 3.14 import/load failure is not the same as an invalid BACKENDS_MAPPING entry for tensorflow_text." }, { "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." + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save-pretrained topics but distinct bugs." }, { "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." + "reason": "Quantized model save/load failure is unrelated to Qwen3_5 looping on a specific image." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging and pipeline object serialization are separate problems." + "reason": "Incorrect translation-task messaging in pipeline() is unrelated to Pipeline save_pretrained support." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are model-specific but distinct issues." + "reason": "xLSTM training-size bugs are not the same as Bamba torch.compile+SDPA failure." }, { "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." + "reason": "A PyTorch precision warning on bfloat16 compilation is different from a compile-time SDPA model 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." + "reason": "Dummy classes leaking into dir(transformers) is a packaging/surface-area bug, not a logging issue." }, { "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." + "reason": "Both mention warnings, but one is a float32 precision warning during compile and the other is a tie_word_embeddings config warning." }, { "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." + "reason": "Missing embed_tokens.weight during UMT5Encoder load is unrelated to the 50GB shard-size default 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." + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another 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." + "reason": "Nemotron FlashAttention support and Python version compatibility are different problems." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both touch attention/backends, but they affect different models and different failure modes." + "reason": "Lack of FlashAttention 2.0 support in Nemotron is distinct from GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config/API flag is unrelated to a noisy logging message." + "reason": "A removed config API in v5 does not match a noisy logging-only complaint." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to the DeepSeek dtype/transpose issue." + "reason": "ESM2 being broken broadly is not the same concrete bug as a 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." + "reason": "GPT2 backend-specific scaling loss is unrelated to 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`." + "reason": "patchtsmixer post_init policy and Trainer import failure due to datasets are unrelated." }, { "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." + "reason": "Whisper empty-transcription generation failure is unrelated to an import-time Trainer/datasets problem." } ] }, @@ -16330,70 +16351,81 @@ "component_index": 1, "component_count": 23, "review_unit_index": 53, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ + "issue:29870", "issue:36010", + "issue:36296", "issue:36683", "issue:38617", - "issue:41669", + "issue:42175", + "issue:42490", "issue:42757", - "issue:42890", "issue:42994", - "issue:43010", + "issue:43012", "issue:43064", + "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43525", + "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", "issue:43761", + "issue:43824", "issue:43867", "issue:43901", "issue:43937", "issue:43976", - "issue:43992", - "issue:44075", + "issue:44038", "issue:44077", - "issue:44246", - "issue:44355", + "issue:44222", + "issue:44230", "issue:44380", "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", + "issue:44683", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", - "issue:45278", - "issue:45310", - "issue:45375", - "issue:45561", - "issue:45850", + "issue:45478", + "issue:45479", "issue:46077", "issue:46082", - "issue:46202", "issue:46365", "issue:46369" ], "soft_pairs": [ + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230", "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:43299|issue:43867", "issue:44625|issue:46365", "issue:45276|issue:46077", "issue:36683|issue:43475", @@ -16410,251 +16442,240 @@ "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" + "issue:29870|issue:36296" ], - "prepared_review_unit_hash": "81f889dbddc987c74e307e461370370a5646845905121d6ab7af1c18337e144d", + "prepared_review_unit_hash": "835ad73b76db09dce24f49c72422aec2268172ade17f597d331d154188739167", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37505, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "serialized_chars": 37638, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 }, "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.", + "summary": "This cluster is a heterogeneous set of Transformers issues: import errors, config regressions, model-specific load/save bugs, and a few backend/runtime problems. None of the soft-similarity pairs are close enough to treat as the same underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:36683 is the most central and actively discussed node in the set, with multiple soft links around it, but it is still a specific Gemma3Config vocab_size bug rather than a duplicate of the others.", "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_issue_reason": "issue:36683 is the best representative issue here because it is the most concrete and well-discussed bug among a largely unrelated mix of regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/FP8, but one is save_pretrained and the other is from_pretrained; different code paths and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is a different bug from zero-loss sequence classification behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/import problems, but one is TF backend omission for pip extras and the other is Trainer import shadowed by datasets." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they reference different missing symbols from different modules." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to the bfloat16 compilation warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a precision warning while the other is a torch>=2.9 flex_attention failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning the wrong label array." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation failure is different from batched chat-template processing crashing with padding=False." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and fp8 inference support are different model/feature issues." + }, { "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." + "reason": "Both are CLIP regressions, but one is missing attentions and the other is hidden_states not being returned." }, { "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." + "reason": "CLIP output regression and GPT2 attention-scaling backend behavior are different code paths." }, { "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." + "reason": "Import cleanup for layer_type_validation is unrelated to local_files_only still triggering API requests." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation issues." + "reason": "Smollm3 dropping RoPE layers and GLM-5 RoPE implementation discussion are not the same bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Qwen3VL loading regression vs a generic state_dict ordering load error; not the same underlying failure." + "reason": "Quantized model saving failure is distinct from saving Pipeline objects with save_pretrained." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Quantized model save failure and saving Pipeline objects are distinct save_pretrained problems." + "reason": "Qwen3VL-Moe loading regression is not the same as a generic state_dict-sorting load error." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and importing Trainer with datasets installed are unrelated." + "reason": "Qwen3.5 num_labels propagation is unrelated to the Trainer import issue caused by datasets." }, { "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." + "reason": "Embedding resize propagation and bidirectional attention mask construction are separate Gemma4 bugs." }, { "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." + "reason": "Missing vocab_size in Gemma3Config is unrelated to missing fpn_position_embeddings in Sam3VisionEncoderOutput." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they involve different packages and different missing symbols." + "reason": "Different missing imports from different modules; not the same underlying defect." }, { "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." + "reason": "FlashAttention 2 unsupported for NemotronHForCausalLM is unrelated to invalid GenerationConfig for GLM-5." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "Chat/completions request validation and SAM3-litetext memory overflow are unrelated." + "reason": "Chat/completions request rejection and SAM3 memory overflow are unrelated runtime failures." }, { "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." + "reason": "base_model_prefix load regression is unrelated to pipeline serialization." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores versus Pipeline serialization; not a duplicate bug." + "reason": "Docs still mentioning return_all_scores is a documentation mismatch, not a save_pretrained bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated configuration issues." + "reason": "Gemma3Config vocab_size and patchtsmixer post_init policy are unrelated." }, { "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." + "reason": "A sorted state_dict load error is a different bug from Qwen3.5 checkpoint corruption in save_pretrained." }, { "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." + "reason": "Both are Python-version compatibility issues, but they affect different Python versions and failure modes." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 label propagation and Gemma4 attention masking are unrelated model behaviors." + "reason": "num_labels propagation and bidirectional attention masks are separate Gemma4/Qwen3.5 issues." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 bidirectional mask behavior and LlamaConfig head_dim validation are different configuration/model issues." + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are different configuration bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression do not share a concrete code path." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing config attributes on different models; only the broad shape of the error matches." + "reason": "Gemma3Config missing vocab_size is unrelated to Llama4Config missing pad_token_id." }, { "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." + "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are different config-sync bugs." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Removing import * for performance and slow intermittent imports are related only at a very high level, not the same change." + "reason": "Bart generate decoder_attention_mask initialization bug is unrelated to tensor-parallel training problems." } ] }, @@ -16670,67 +16691,80 @@ "component_index": 1, "component_count": 23, "review_unit_index": 54, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", + "issue:29870", "issue:33453", "issue:36296", - "issue:42548", + "issue:36683", + "issue:41669", "issue:42890", "issue:42898", "issue:43010", - "issue:43065", - "issue:43232", + "issue:43064", "issue:43502", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", - "issue:43824", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", "issue:44222", - "issue:44351", + "issue:44246", "issue:44355", "issue:44360", - "issue:44387", - "issue:44485", + "issue:44492", "issue:44556", "issue:44734", - "issue:44749", + "issue:44855", "issue:44857", - "issue:44961", + "issue:44938", "issue:44964", + "issue:45071", "issue:45125", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45600", - "issue:46132", + "issue:45850", + "issue:46202", "issue:46285", + "issue:46365", "issue:46617", - "issue:46664", - "issue:46726" + "issue:46664" ], "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "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:41669|issue:44246", + "issue:43010|issue:45850", "issue:36296|issue:43575", - "issue:43010|issue:43976", "issue:43618|issue:44077", + "issue:43010|issue:43976", "issue:43867|issue:45357", "issue:43992|issue:45478", "issue:28282|issue:33453", @@ -16742,252 +16776,218 @@ "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" + "issue:44734|issue:46617", + "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "b2a622915043e0c239a5cdefe616761e82d2505ebdd15d1cd25606186a4f7966", + "prepared_review_unit_hash": "95216ab8192ae7a18eecc3d9c5e99e5aefd498c69d8ad3d9ae3cb04e01a11723", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37206, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "soft_pair_count": 30, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly 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.", + "summary": "Mostly unrelated issues that only share broad themes like v5 regressions, import/load failures, and model-specific bugs. I did not find any soft-edge pair that looks like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative because it captures the broad post-upgrade import failure theme affecting many models, even though the other reports are narrower and not true duplicates.", "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_issue_reason": "Issue 45278 is the strongest global representative for duplicate triage: it is recent, broad, and centered on the same general class of import/load regressions after upgrading to v5.", "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", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "These are unrelated regressions: cache/layer update semantics vs Python version compatibility." + "reason": "Both involve model loading errors, but one is a missing `embed_tokens.weight` path in UMT5Encoder while the other is a Qwen3.5 MoE `from_pretrained` failure; different root causes." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Both are API-compatibility complaints, but they affect different model classes and different fields/constructor behavior." + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43010", + "right": "issue:45278", "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." + "reason": "`@torch.no_grad` on cache updates is a specific runtime correctness fix; 45278 is a broad import-error report after upgrade, not the same bug." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Both are from_pretrained failures, but they concern different models and likely different root causes." + "reason": "SGD arguments not being used is an optimizer configuration issue; importing Trainer failing due to `datasets` is a separate import-resolution problem." }, { - "left": "issue:28282", + "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "ImportError for missing PyTorch and tokenizer loading regression are unrelated failures." + "reason": "Bart `generate()` hits an unassigned `decoder_attention_mask`; tokenizer loading regression is a different code path." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Both touch CLIP-related structures, but one is about attentions output assignment and the other about class layout divergence." + "reason": "Compiled Python file errors are not the same as the Python 3.13 DebertaV2 `@torch.jit.script` parsing/IndentationError." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "These are unrelated: a model output field regression versus a CUDA AMP crash in a detection loss." + "reason": "One is a Python 3.14 import/load failure, the other is a `PretrainedConfig` type-checking regression." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Different subsystems entirely: DSA indexer behavior vs DeepSeek MoE implementation divergence." + "reason": "Sorted `state_dict` loading and Gemma pipeline roundtrip on \u2581 are different failures." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "A flaky test due to missing set_seed is not the same as a model-loading failure for Phi-4 multimodal." + "reason": "Missing `vocab_size` on `Gemma3Config` is unrelated to the FSDP2/PEFT optimizer-state bug." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both are CI/test failures, but they are different tests with different failure modes and fixes." + "reason": "A load-order/state_dict issue is not the same as Qwen3_5 vision config fields being dropped by `@strict`." }, { "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", + "right": "issue:45561", "accept": false, - "reason": "Offline request leakage and AddedToken constructor keyword duplication are different loading/tokenization bugs." + "reason": "Missing `set_seed()` causes flaky model tests; xdist workers racing on `captured_info.txt` is a different CI race." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "KV-cache continuation indexing in serving is not the same as cache-based trust_remote_code file lookup failure." + "reason": "Both concern import performance, but one is about removing `import *` in models and the other is a general slow-import report; not clearly the same underlying bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both involve MoE/tensor parallel terminology, but one is save_pretrained for FP8 and the other is missing tensor-parallel planning." + "reason": "A cache-update `no_grad` bug is not the same as a broad complaint that v5 breaks too many models." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are related in theme only, not the same bug." + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under TP are related only at a very high level; the concrete failures differ." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "One is int4 quantization memory growth, the other is checkpoint reload compatibility; distinct regressions." + "reason": "Missing CLIPOutput attentions and patchtsmixer `post_init` restrictions are unrelated model issues." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Missing image-patch count method and cache FileNotFoundError are different multimodal loading issues." + "reason": "Cache update `no_grad` is unrelated to the Python 3.9/3.10 compatibility problem." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43867", + "right": "issue:45357", "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." + "reason": "A state_dict load-order issue is not the same as Qwen3.5 saving incorrect visual encoder keys." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Decorating cache update methods and a dummy Conv2d in Sam3PixelDecoder are unrelated model changes." + "reason": "UMT5Encoder missing `embed_tokens.weight` and Qwen3.5 MoE `from_pretrained` failure are different model-specific regressions." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." + "reason": "Missing PyTorch for AutoModel and a Bart tokenizer/eval bug are unrelated." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "A broken env command and AttentionInterface.register behavior change are separate CLI/API issues." + "reason": "Both mention CLIP, but one is missing attentions output and the other is an architectural inconsistency between two CLIP text model classes." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is missing _tp_plan and the other is a from_pretrained error." + "reason": "CLIP attentions regression and LwDetrImageLoss AMP crash are unrelated." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + "reason": "DSA indexer ReLU discussion has no overlap with DeepseekV3MoE implementation divergence." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Compiled-Python-file errors and slow filtering after upgrade are different symptoms and code paths." + "reason": "Test seeding flakiness is unrelated to loading Phi-4 multimodal." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "These are different import errors for different symbols and likely different packaging/export causes." + "reason": "SAM HQ test seed flakiness and GraniteSpeech stale device override are distinct CI problems." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3.5 issues." + "reason": "SAM HQ test flakiness and stale Sam3LiteText auto-mappings are different issues." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Video num_frames semantics and missing vision backend handling are unrelated multimodal issues." + "reason": "Tokenization cleanup behavior change and SmolVLM `num_frames` semantics are unrelated." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Cache update no_grad decoration and generation kwargs sync bug are different generation-path problems." + "reason": "`local_files_only=True` still making API requests is not the same as `AddedToken(..., special=...)` getting duplicate keyword arguments." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "A loading hang and a documentation clarification are not the same bug." + "reason": "FP8 `save_pretrained` handling for MoE is a serialization bug, while missing `_tp_plan` is a tensor-parallel metadata issue." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "A concrete offline loading regression and a placeholder/low-information issue are unrelated." + "reason": "KV-cache continuation indexing in `transformers serve` is unrelated to trust-remote-code cache file lookup failures." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Offline API leakage and FP8 MoE save_pretrained behavior are separate loading/saving bugs." + "reason": "Tokenizer loading regression in v5 and checkpoint reload failures after upgrading versions are different load-path issues." } ] }, @@ -17003,16 +17003,17 @@ "component_index": 1, "component_count": 23, "review_unit_index": 55, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ - "issue:27957", + "issue:29870", "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -17021,53 +17022,67 @@ "issue:41628", "issue:42548", "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", "issue:43299", "issue:43475", - "issue:43526", + "issue:43502", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44393", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", - "issue:45230", - "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46726" ], "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", "issue:43827|issue:44961", "issue:30333|issue:36296", + "issue:29870|issue:31795", "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", @@ -17080,134 +17095,220 @@ "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" + "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "68f97010e0505a09eb129b579cad5a1628697d3eaa753a72a32f6a52ba269413", + "prepared_review_unit_hash": "df4eab729603e6f28b734720d0501b2a2ebca5567b618f94308897d0e654d915", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 36881, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 }, "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.", + "summary": "This cluster is heterogeneous: most items are unrelated regressions, import errors, docs issues, or model-specific bugs. Only the RoFormer pair looks like a true duplicate; the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue. The only clear duplicate pair is issue 46143/46144, and 46144 is the better root-cause report because it names the attention-interface gap directly.", "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_issue_reason": "Issue 46144 is the strongest representative of the only real duplicate pair: it describes the underlying RoFormer attention-interface problem rather than just the symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is int4 OOM/memory growth and the other is checkpoint reload failure; different symptoms and likely different code paths." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing Transformers symbol and FileNotFoundError loading a cached trust_remote_code model are unrelated load failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and Sam3PixelDecoder dummy Conv2d are different model/runtime changes." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "A missing image-processor method in GLM46V is not the same bug as cached trust_remote_code file lookup failure." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI behavior and AttentionInterface.register behavior are different features and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan metadata and the other is a from_pretrained failure; not enough evidence of the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Top-level import failures for different symbols usually indicate different export/compatibility bugs, not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-family issues, but one is tensor-parallel metadata and the other is a config field being dropped; different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video-frame count semantics and AutoProcessor backend-missing behavior are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation kwargs update after sync_gpus are separate generation internals." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-API documentation confusion are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network calls and an unrelated placeholder issue have no overlap." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 moe save_pretrained behavior are different problems." + }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs/pipeline-removal report vs unrelated placeholder issue; no shared bug or codepath." + "reason": "Pipeline-removal docs cleanup and an unrelated issue title are not duplicates." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to tensor-parallel training behavior." + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generation crash and docs confusion about model.forward inputs are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention version-related loading problems, but they concern different model families and failure modes." + "reason": "Both are version-related loading regressions, but they affect 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." + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression vs Llama 3.2 vision model loading failure; too specific and different." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are distinct issues." }, { "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." + "reason": "Compiled Python file errors and Pipeline.save_pretrained failure are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different symptoms: missing huggingface_hub symbol vs broken transformers env command." + "reason": "Missing huggingface_hub import and broken transformers env CLI are different compatibility problems." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and config type-checking regression are not the same bug." + "reason": "CLI breakage and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application issue and DSA indexer discussion are unrelated." + "reason": "Liger Kernel application issue and DSA indexer ReLU 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." + "reason": "Docs confusion in model.forward is unrelated to the missing layer_type_validation import." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2.5-VL export are separate regressions." + "reason": "Broken env CLI and missing Qwen2.5 VL export are different failures." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue 'racoon' is not the same as the Gemma-4 positional encoding bug." + "reason": "Uninformative title and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export and cache FileNotFoundError are different failure modes." + "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are different issues." }, { "left": "issue:44485", @@ -17219,121 +17320,61 @@ "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + "reason": "Scheduler kwargs bug and unrelated placeholder title are not duplicates." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for layer_type_validation does not match a broken CLI env command." + "reason": "Missing import and broken env CLI are different breakages." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch; different domains." + "reason": "Tensor-parallel training bug and docs mismatch on return_all_scores are unrelated." }, { "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." + "accept": true, + "reason": "Both describe the same RoFormer bug: kwargs are not flowing through because the attention implementation bypasses the attention interface." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error and trust_remote_code cache loading error are unrelated." + "reason": "SAM3 vision encoder attribute error and cached trust_remote_code file lookup failure 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." + "reason": "FP8 save_pretrained behavior and FP8 inference support are different code paths and likely need separate fixes." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different top-level symbols and likely different regressions." + "reason": "Missing AutoImageProcessor and missing PreTrainedModel exports are both import errors, but not the same underlying bug." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init issue is unrelated to FP8 inference on B200." + "reason": "Liger Kernel/model_init and B200 FP8 inference are unrelated GPU/model issues." }, { "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." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." } ] }, "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." + "feedback": "The assessment is grounded in the packet and stays conservative throughout. The lone accepted duplicate pair, issue:46143/46144, is well-supported by the titles, and the summary does not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -17346,31 +17387,28 @@ "component_index": 1, "component_count": 23, "review_unit_index": 56, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "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:44038", "issue:44077", "issue:44230", "issue:44246", @@ -17381,374 +17419,358 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", - "issue:44655", + "issue:44623", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", + "issue:45542", + "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", - "issue:46655" + "issue:46664" ], "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:41669|issue:43673", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:45278|issue:45850", "issue:44492|issue:45850", + "issue:45278|issue:45850", "issue:42371|issue:44492", - "issue:41669|issue:46218", "issue:44230|issue:46095", + "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:42890|issue:44908", "issue:44246|issue:44273", - "issue:43352|issue:44393", "issue:43576|issue:44908", + "issue:43352|issue:44393", "issue:43976|issue:44393", - "issue:44908|issue:45071", "issue:44704|issue:44908", - "issue:44295|issue:45230", + "issue:44908|issue:45071", "issue:44297|issue:45230", + "issue:44295|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" + "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" ], - "prepared_review_unit_hash": "21bb0bea181e68eec288134dc3e695829f5c1f71c21355c3992fea3b2a681ee5", + "prepared_review_unit_hash": "3dc46dbadc1409cdc930fe1c7ae4ecd656a9c60e0d8a6847a518e70a38cfa05d", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39719, - "estimated_input_tokens": 9930, - "estimated_eval_tokens": 20116 + "soft_pair_count": 41, + "serialized_chars": 39405, + "estimated_input_tokens": 9852, + "estimated_eval_tokens": 19960 }, "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.", + "summary": "Conservative triage: issue:45003 remains the best representative of the lazy-loading/import-path regression, but none of the soft-edge pairs have enough evidence to be treated as duplicates. The two checkpoint/import-related pairs are only topical overlaps in this packet and should stay separate absent stronger linkage.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45003 is the most concrete root-cause report in the set because it identifies unsafe sys.modules access in modeling_utils, which is more specific than the broader symptom-style lazy-loading report.", "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_issue_reason": "issue:45003 is the strongest overall issue candidate because it describes a specific failing code path rather than a generic regression symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Broad v5 regression vs a specific Qwen3.5 chat crash; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs a cache-strategy typo; different issues." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure vs TensorFlow backend error; unrelated symptoms." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save_pretrained files vs a generic bug report; too little evidence of sameness." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL/MoE bug vs missing tensor-parallel plan; different concrete failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both mention import/lazy-loading behavior, but the packet only shows topical similarity and no direct evidence they are the same underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "2D bbox/output issue vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is bbox output hallucination and the other is an infinite loop on a specific image." + }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Different problems: import-star performance regression vs missing GenerationMixin cache in chunked prefill." + "reason": "Import-star performance issue vs cache missing during chunked prefill; not the same underlying bug." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "One is an `transformers env` CLI failure; the other is checkpoint reload compatibility after upgrade." + "reason": "Broken env command vs checkpoint reload regression; unrelated features." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific `Llama4Config` attribute error vs a broad complaint that many models are broken." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5 regression." }, { "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." + "accept": false, + "reason": "Both are about v5-era checkpoint/loading incompatibilities, but the packet gives only broad topical overlap and no direct linkage to justify duplicate status." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Model config attribute mismatch vs generic version-breakage report are not the same bug." + "reason": "StableLm pad_token_idx regression is model-specific, not the broad 'many models break' report." }, { - "left": "issue:45278", + "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Both are broad upgrade-breakage reports, but they do not describe the same concrete failure mode." + "reason": "Cache-strategy typo is unrelated to the broad v5 regression complaint." }, { - "left": "issue:44492", + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is unrelated to the generic v5 model-breakage complaint." + "reason": "Generic import errors after upgrade vs generic breakage complaints; not a single concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning and cache-strategy typo are unrelated subsystems." + "reason": "TF32 API guidance vs cache-strategy typo; unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Import-time performance regression vs missing model module import error; different root causes." + "reason": "FP8 inference support request vs weight-conversion question; different topics." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "FP8 inference support request vs weight-conversion-script question are not duplicates." + "reason": "Import slowdown from import-star usage vs missing Qwen3_5ForCausalLM import; different symptoms and likely causes." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning and Liger-kernel application issue are different code paths." + "reason": "Model-type warning vs Liger Kernel application with model_init; unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness vs scheduler kwargs handling are unrelated." + "reason": "Seed-related test flakiness vs scheduler kwargs being ignored; different bugs." }, { "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." + "reason": "Import is slow sometimes vs lazy loading not working properly; related area, but not enough to treat as the same concrete bug." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI/env command breakage and scheduler kwargs are unrelated." + "reason": "Env command regression vs scheduler kwargs bug; unrelated." }, { - "left": "issue:43976", + "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility issue vs vision bbox output bug are not the same problem." + "reason": "Flash Attention 2.0 support error vs Qwen3-VL bbox output bug; different failures." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Scheduler kwargs bug and `PretrainedConfig` type-checking breakage are different failures." + "reason": "Python version compatibility issue vs Qwen3-VL output bug; unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and scheduler kwargs handling are separate areas." + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; different APIs and code paths." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Position_ids buffer bug vs generic placeholder bug report are not a match." + "reason": "Scheduler kwargs regression vs PretrainedConfig type checking regression; unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save-pretrained mismatch vs generic bug report are unrelated." + "reason": "Tokenizer class mismatch on save vs generic bug report; no duplicate evidence." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown is not the same as the missing `HybridCache` export/import error." + "reason": "Import-performance issue vs HybridCache import failure; not the same underlying bug." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and feature-extractor padding inefficiency are different bugs." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor padding performance; unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression vs testing-utils bug are unrelated." + "reason": "Import-performance regression vs a testing_utils bug; unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python-version support issue vs generic model-breakage complaint are not the same bug." + "reason": "Python version support issue vs broad v5 breakage report; 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." + "reason": "Qwen3-VL bbox output issue vs Qwen3.5 MoE from_pretrained failure; different model paths." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support issue and missing Qwen3_5 module import error are unrelated." + "reason": "Python version support vs import error for Qwen3_5ForCausalLM; unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "`post_init` policy issue vs tied-weight-key crash are different code paths." + "reason": "patchtsmixer post_init policy vs tied-weight key AttributeError; unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing `pipeline()` vs scheduler kwargs bug are unrelated." + "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; different concerns." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer-loading regression are different issues." + "reason": "Documentation confusion vs tokenizer loading regression; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading regression are separate failures." + "reason": "Env command breakage vs lazy loading failure; same broad area only, not same bug." }, { "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." + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training; different code paths." }, { "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." + "reason": "DSA/ReLU discussion is unrelated to Gemma-4 audio positional encoding." } ] }, "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." + "accept": false, + "feedback": "The writeup is generally careful, but it overcommits on two soft-edge pairs. In particular, treating issue:44273\u2013issue:45003 and issue:44556\u2013issue:45092 as accepted duplicates goes beyond the packet evidence, which only shows topical similarity and no direct linkage. The summary should stay more conservative and avoid claiming these are likely duplicate pairs without stronger grounding." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17757,50 +17779,51 @@ "component_index": 1, "component_count": 23, "review_unit_index": 57, - "review_unit_count": 57, + "review_unit_count": 58, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-481", + "cluster_id": "cluster-10000-483", "nodes": [ "issue:28348", + "issue:29870", "issue:30333", "issue:31515", - "issue:33453", + "issue:31795", + "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:43717", - "issue:43813", - "issue:44031", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44351", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -17810,20 +17833,31 @@ "issue:46095", "issue:46144", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46655" ], "soft_pairs": [ + "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: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:43519|issue:44623", "issue:43606|issue:45468", "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:43298|issue:46095", + "issue:43519|issue:43704", "issue:44351|issue:46218", "issue:43352|issue:46218", "issue:42913|issue:43066", @@ -17835,314 +17869,443 @@ "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:43572|issue:44861", "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", "issue:30333|issue:31515", "issue:31515|issue:36296", - "issue:31515|issue:33453", + "issue:31515|issue:31795", "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" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "868d66045847fc1a98678f4443597b3a45684a355808aa6dc261237c5ab41de4", + "prepared_review_unit_hash": "1bb382372727aec223b4af5341a57f6bbb7329a87673db152db3079fd1fcce01", "component_budget": { - "node_count": 481, - "item_count": 481, - "soft_pair_count": 1768, - "serialized_chars": 916999, - "estimated_input_tokens": 229250, - "estimated_eval_tokens": 458756 + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 }, "budget": { - "node_count": 46, - "item_count": 46, + "node_count": 48, + "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 38471, - "estimated_input_tokens": 9618, - "estimated_eval_tokens": 19492 + "serialized_chars": 39688, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 }, "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.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated bug reports about loading, tokenizers, processors, attention kernels, training, and CLI/docs issues. The soft pairs are mostly keyword-similar but do not describe the same underlying defect or fix, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items do not share one underlying bug or change; the apparent overlaps are broad topical similarities only.", "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_issue_reason": "No global best issue: there is no single report that safely represents the others because the cluster spans multiple unrelated code paths and products.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different bugs in different components: Qwen3VL timestamp math vs SmolVLM video padding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling are distinct code paths." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` CLI and Qwen3_5 import failure are not the same issue." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwarg handling are different areas." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leak in Qwen3ForCausalLM are unrelated changes." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as Llama 3.2 Vision model loading breakage." + }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Different model bugs: shared-expert gating vs a DeepSeek-V4 tensor transpose/type issue." + "reason": "DeepSeek-V4 shared expert gating and a `comb.to(...).transpose(...)` bug are different model issues." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Different models and failures: VRAM leak in Qwen3 vs RoPE implementation discussion in GLM-5." + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation do not match." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both mention positional encoding, but they target different models and distinct implementation problems." + "reason": "Both are model-specific, but they target different architectures and bugs." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network request bug is unrelated to Qwen3VL timestamp calculation." + "reason": "Unexpected network calls with `local_files_only` 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." + "reason": "TF32 behavior settings and Qwen3 VRAM leak are separate concerns." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad regression complaint is not the same underlying issue as a specific import error." + "reason": "A broad 5.0 regression complaint and a Qwen3_5 import error are not the same fix." }, { "left": "issue:43519", - "right": "issue:43704", + "right": "issue:44623", "accept": false, - "reason": "Timestamp math in Qwen3VL is unrelated to multi-threaded VRAM leakage in Qwen3ForCausalLM." + "reason": "Timestamp calculation and `processor.save_pretrained` missing files are different processor bugs." }, { "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." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Different code paths: torch.split handling in GLM-MoE vs Gemma4 audio positional encoding." + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 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." + "reason": "Missing `rms_norm_eps` for MLA q_a_layernorm is a different bug than Gemma-4 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." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols and different failure modes." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are separate missing-symbol issues." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "NemotronH Flash Attention support and Qwen3_5 import failure are unrelated." + "reason": "NemotronH Flash Attention support and Qwen3_5 import failure do not share a concrete code path." }, { "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." + "reason": "Both mention tokenizer v5, but one is a general behavior difference and the other is a specific decoder-type bug." }, { "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." + "reason": "GPT2-specific Flash Attention 2.0 support request is not the same as a generic FA2 topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling has nothing to do with the unrelated placeholder issue." + "reason": "Scheduler kwargs bug and an unrelated placeholder issue have no overlap." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo is unrelated to the placeholder issue." + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder title is not the same bug as the broad v5 regression complaint." + "reason": "The placeholder issue is unrelated to the broad Transformers 5.0 complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + "reason": "Python 3.14 loading failure and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." + "reason": "Tied-weight-key crash and chat-template tool-call crash are different failures." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to the import error." + "reason": "Slow from_pretrained loading and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key AttributeError." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in a config is unrelated to tied-weight-key list handling." + "reason": "Missing pad_token_idx in StableLmConfig is a config regression, not tied-weight handling." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a different config bug from tied-weight-key crashes." + "reason": "FP8 inference support request and processor.save_pretrained file omission are unrelated." }, { "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." + "reason": "Both mention Flash Attention 2.0, but they target different models and separate support requests." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:29870", + "right": "issue:31515", "accept": false, - "reason": "FP8 support for Qwen models is unrelated to processor.save_pretrained missing files." + "reason": "BART generate decoder mask error and slow checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failure and slow checkpoint loading are unrelated." + "reason": "MLFlow reporting on failed training and slow from_pretrained loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow loading and tensor-parallel training bugs are different problems." + "reason": "Slow checkpoint loading and tensor-parallel training bug are different issues." }, { "left": "issue:31515", - "right": "issue:33453", + "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance is unrelated to tokenizer loading regression." + "reason": "Loading performance and forward-argument documentation confusion are not the same defect." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5-MoE from_pretrained failure are different issues." + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different topics." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are different feature gaps." + "reason": "Continuous batching audio support and FP8 MoE inference support are separate feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights and RoFormer attention interface are unrelated architecture changes." - }, + "reason": "Mamba init_weights usage and RoFormer attention-interface issue are unrelated model implementation topics." + } + ] + }, + "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": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "3f58f6c59ec8a1f329d4f997588724cd7ad6b4d7dd6e1940da4beba54e3dfdd0", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7773, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated models, config typing, tokenizer warnings, and attention/loss plumbing. I don\u2019t see a single underlying bug/change that ties them together as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items describe distinct problems in different subsystems, so any one issue would be misleading as a cluster representative.", + "canonical_pr_reason": "No canonical PR candidate is present in the provided items.", + "best_issue_reason": "None of the issues is a good global representative because there is no shared root cause across the set.", + "best_pr_reason": "No PRs were provided, so there is no global best PR.", + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Different bugs: Mask2Former ignore_value is unused after definition, while DeepSeek-V4 shared expert is not gated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT type-hint typo is unrelated to tokenizer regex warnings." + "reason": "Unrelated concerns: ModernBERTConfig type-hint correctness vs tokenizer regex warning after v4.57.3." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignore_value usage and kwargs propagation to loss are different bugs." + "reason": "Different code paths: one is a model-specific ignore_value bug, the other is kwargs not being forwarded to a loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention interface are unrelated." + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are unrelated implementation issues." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warning are unrelated." + "reason": "One is a segmentation/model-loss parameter bug; the other is a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and different failure modes." + "reason": "These affect different components and failure modes; no shared underlying bug is evident." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." + "reason": "Mask2Former ignore_value handling is not the same as a typo in a quantization operation reference." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding is unrelated to a config type-hint issue." + "reason": "Passing kwargs into loss computation is unrelated to a config type hint being incorrect." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correctness and a string-typo bug are different fixes." + "reason": "Both are small correctness issues, but they concern different symbols and different files/problems." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm semantics question is unrelated to ModernBERT type-hint typing." + "reason": "Llama4TextL2Norm RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + "reason": "No common root cause: model ignore_value usage vs config annotation mismatch." } ] }, @@ -18175,52 +18338,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "9e85e8e08eda1a7e71e00dde6f70193ba5c913c86e1ce5ef0fa4528563281d59", + "prepared_review_unit_hash": "b4e3214cd83af9e934a11678af538820c9cd3023b91a35d21a97f56d3a8d6fae", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2873, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2873, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are 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.", + "summary": "These three issues are about unrelated features: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. There is no meaningful duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different subsystems and problems: tokenizer truncation option vs Wav2Vec2 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." + "reason": "No overlap in functionality; one is about truncation strategy, the other about learning-rate scheduling." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated feature requests in different parts of the library; only vague topical similarity." + "reason": "Completely different requests: scheduler-like behavior vs extracting word start/end offsets from audio models." } ] }, @@ -18252,7 +18415,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "246c872986a47a174411853329a2c674caf7dfab3340b993e736073eec8fc969", + "prepared_review_unit_hash": "926d579f22ebd1775f1ab594bef8b3a6fa23cf6f84eceb0767aeeb0b38eccac9", "component_budget": { "node_count": 3, "item_count": 3, @@ -18274,24 +18437,24 @@ "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.", + "summary": "These three issues are not duplicates: one is about Tapas tokenization mismatch, one is about private-model auth/error messaging, and one is a general model-loading failure for bert-base-uncased. The cluster is too loose for a single canonical issue.", + "confidence": 0.83, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different failure modes: tokenization behavior vs model loading/import failure. No evidence of the same underlying bug or code path." }, { "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." + "reason": "15980 is specifically about private-model download/auth error messages, while 16618 is a general inability to load bert-base-uncased. Related area, but not the same bug." } ] }, @@ -18321,7 +18484,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "95acc5821cd8ce4ee6d6a3500679a8602f65fed44fa141ed87cbf04f1c44b5d1", + "prepared_review_unit_hash": "f8a7b0237f4df2267d442ac1587bb9ff25648187079c582e9c93a9b709f12b36", "component_budget": { "node_count": 2, "item_count": 2, @@ -18343,18 +18506,18 @@ "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.", + "summary": "These are two unrelated feature-contribution issues: one for Flash Attention 2 support and one for GGUF support. They share only a broad \u201ccommunity contribution\u201d framing, so they should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #33260 is the more specific and later task, with a clearer concrete scope (GGUF support for more architectures) and stronger discussion activity/inbound references, making it the better anchor if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #33260 is the best representative of its own topic because it states a concrete feature request and appears more developed in discussion than #26350.", "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." + "reason": "Different underlying requests: Flash Attention 2 architecture support vs. GGUF architecture support. Same broad subsystem/theme, but not the same bug or change." } ] }, @@ -18413,184 +18576,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "ea6b1a4960a136205d44a525ffe7f1b725d1745142db0f24edd6e7d1fcfeef99", + "prepared_review_unit_hash": "2939a2d86eca5a1a213432af0717c41fdf7993379bf738a086be35c0a0a04262", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13522, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13522, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "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.", + "summary": "Most items are separate i18n translation-request issues for different languages and should not be merged. The only clear duplicates are the near-identical generic placeholder translation issues (43834/44365/44370) and the exact duplicate Thai-titled pair (46222/46226).", + "confidence": 0.87, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical placeholder translation-request issues and is a reasonable representative for that duplicate subgroup.", "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_issue_reason": "issue:43834 is the best single issue representative here because it is the earliest closed placeholder-style i18n request and matches the duplicated template cluster more cleanly than the language-specific issues.", "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." + "reason": "Different translation targets (Turkish vs generic placeholder); same broad i18n theme is not enough to merge." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language request (Turkish vs generic placeholder); not the same underlying issue." + "reason": "Different translation targets; these are separate language requests." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request is distinct from the generic placeholder issue template." + "reason": "Turkish request vs generic placeholder template; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language-specific translation tasks (Turkish vs Romanian)." + "reason": "Different language requests (Turkish vs Romanian)." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language-specific translation tasks (Turkish vs Spanish)." + "reason": "Different language requests (Turkish vs Spanish)." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder issue template." + "reason": "Spanish request vs generic placeholder template; not the same concrete issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different target language request (Spanish vs generic placeholder); not the same underlying issue." + "reason": "Different language requests; only broadly similar by topic." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language-specific translation tasks (Spanish vs Romanian)." + "reason": "Different language requests (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." + "reason": "Different language requests; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue template." + "reason": "Romanian request vs generic placeholder template; too vague to treat as the same issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue template." + "reason": "Romanian request vs generic placeholder template; different concrete request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is distinct from the generic placeholder issue template." + "reason": "Different language/request specifics (Romanian vs placeholder template)." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language-specific translation tasks; Romanian vs Thai text." + "reason": "Different language requests; Romanian and Thai-titled items are not the same issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language-specific translation tasks; Romanian vs Thai text." + "reason": "Different language requests; not a duplicate." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." + "reason": "Same generic placeholder translation-request title/body pattern; near-identical duplicate." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." + "reason": "Same placeholder i18n request template with near-identical content; clear 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." + "reason": "Titles and visible request text differ; likely different language-specific issues despite body similarity." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + "reason": "Different visible request/title; not safe to merge as the same concrete issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Identical title and same generic i18n translation-template issue; looks like a duplicate." + "reason": "Same placeholder translation-request issue template and near-identical content." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + "reason": "Different visible request/title; body similarity alone is not enough here." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + "reason": "Different visible request/title; not clearly the same issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + "reason": "Different visible request/title; do not merge based on broad template similarity alone." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder translation issue vs a specific Thai-text issue; not the same underlying request." + "reason": "Different visible request/title; 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." + "reason": "Exact duplicate pair: same title and effectively identical content." } ] }, "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." + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate claims for 43834/44365/44370 are supported by identical template titles plus very high similarity, and 46222/46226 is an exact duplicate pair. The rejections for language-specific issues are also appropriately cautious given the visible titles. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -18658,6 +18821,7 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", + "issue:43671|issue:43909", "issue:43837|issue:43909", "issue:43837|issue:45322", "issue:43837|issue:44121", @@ -18671,268 +18835,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "64564cca933a13c9b955730734add96e0f0aacd9fa23ade17d82f249800c29d8", + "prepared_review_unit_hash": "996535c74e56585b28e88eef6cd19dbdaea4ea89858b19fb6f86674d0a9dea4b", "component_budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 39, - "serialized_chars": 23783, - "estimated_input_tokens": 5946, - "estimated_eval_tokens": 12148 + "soft_pair_count": 40, + "serialized_chars": 24148, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 39, - "serialized_chars": 23783, - "estimated_input_tokens": 5946, - "estimated_eval_tokens": 12148 + "soft_pair_count": 40, + "serialized_chars": 24148, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "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.", + "summary": "This cluster is a loose set of model-request issues with only superficial title similarity. The soft edges mostly connect unrelated model additions or adjacent but distinct support requests, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue #43671 is one of the most central and active nodes in the cluster, and its title is a clear representative of the recurring 'add model support' request pattern.", "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_issue_reason": "issue #43671 is the best single issue anchor here because it has high discussion activity and sits near the center of the soft-similarity graph, even though the cluster itself is not a duplicate set.", "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." + "reason": "EuroBert config support vs DEIMv2 are different model additions with separate implementation targets." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Text model config request vs Qwen3-TTS audio support; different code paths and modalities." + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are unrelated model additions." + "reason": "EuroBert and RF-DETR are different models and would not be merged into one fix." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model requests with no shared concrete implementation target." + "reason": "RF-DETR and DEIMv2 are distinct model-add requests with no shared concrete bug." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision/detection request vs LFM2.5 Audio; different model families." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model support requests." }, { "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." + "reason": "Adding RF-DETR and adding the weight-sparse transformer are different model integrations." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR detection support vs Qwen3-ASR audio support; unrelated underlying changes." + "reason": "RF-DETR and Qwen3-ASR are different model families and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model support requests with different implementation surfaces." + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + "reason": "NeoBERT and Qwen3-ASR are separate model additions, not the same underlying change." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs circuit-sparsity transformer request; different model families and code paths." + "reason": "NeoBERT support and the sparse transformer request are different features." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated additions." + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different architectures and tasks." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models; no shared concrete bug or patch." + "reason": "RF-DETR and NeoBERT are unrelated model add requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not the same implementation." + "reason": "NeoBERT and ModernVBERT are distinct models, not one duplicate request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer request; not the same code change." + "reason": "MiniCPM3 and the sparse transformer request are different code-path changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT are separate model-addition tasks." + "reason": "MiniCPM3 and ModernVBERT are different model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model support requests." + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared concrete fix." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different additions, not the same underlying fix." + "reason": "ModernVBERT models and Qwen3-ASR are unrelated additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS do not share a concrete implementation target." + "reason": "ModernVBERT and Qwen3-TTS are different model support requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE: overlapping vocabulary, but different requested work." + "reason": "ModernVBERT models vs BERT-like RoPE support is not the same change; one adds models, the other a positional encoding feature." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS are unrelated." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "A model-family request and a person-name issue are clearly not duplicates." + "reason": "BERT-like RoPE support is unrelated to the Mirko Privitera issue." }, { "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." + "reason": "Qwen3-TTS and Qwen3-ASR are adjacent but distinct modalities, so they are not the same bug or change." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Two different TTS/model-support requests; not enough evidence they are the same concrete change." + "reason": "Qwen3-TTS support and Voxtral TTS support target different models and implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Audio model support and weight-sparse transformer work are different implementation areas." + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests." }, { "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." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Audio ASR request vs EUPE model request; unrelated." + "reason": "Qwen3-ASR support and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and sparse transformer architecture are not the same change." + "reason": "Qwen3-ASR and the sparse transformer request are different concrete changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model-support issues." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and tasks." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and SWA+sink option for Granite are unrelated." + "reason": "An audio-model addition is not the same as adding SWA+sink to Granite models." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request and EUPE request are different model families." + "reason": "Sparse transformer support and EUPE are separate model-request changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech models and likely distinct code paths." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are separate model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models with different implementation needs." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests." + "reason": "EUPE and TIPSv2 are different vision-language models; similar broad area, but not the same change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a name-only issue are not duplicates." + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a name-only issue are clearly unrelated." + "reason": "Voxtral TTS support and the Mirko Privitera issue do not describe the same underlying change." } ] }, @@ -18962,7 +19132,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "63e1bee835748f7f790ea6d2802bcf251c0f635ed4590de6645733961c46dc87", + "prepared_review_unit_hash": "698fca07850c84424ac0688a332a55e525cc6bbf54c0409b8fdea50082525111", "component_budget": { "node_count": 2, "item_count": 2, @@ -18984,18 +19154,18 @@ "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.", + "summary": "These two issues are not duplicates: one is a documentation request to add `pruna` as an optimization framework, while the other is a vision RoPE refactor. They do not describe the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46443 is the more substantive technical item in the pair; #38740 is a docs-only request and unrelated to the refactor topic.", "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_issue_reason": "#46443 is the better representative issue only in the sense that it is the more concrete engineering task; however, it is not a duplicate of #38740.", "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." + "reason": "Different subjects and domains: docs entry for an optimization framework vs. a vision RoPE refactor. No shared target, filenames, or code path." } ] }, @@ -19025,7 +19195,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "7550e5adbeeb4087aac7ee8c21e6ce2f3ebcf587fcd9f613c2f9723b990167c9", + "prepared_review_unit_hash": "302acae6e976d5b0d559b52ae0fab5930e335641863188236e0c6f39ea43b2d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19047,18 +19217,18 @@ "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.", + "summary": "These two issues are not duplicates: one requests a generic \"Set Block Decoding\" change, while the other asks for \"DeepSeek v3.2 support.\" They touch different underlying problems and should remain separate.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43037 is the more concrete and actionable issue, but it is not a duplicate of issue:41084.", "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." + "reason": "Titles and implied scopes are unrelated: block decoding configuration vs model support for DeepSeek v3.2. No shared target, filename, or concrete bug path suggests the same underlying issue." } ] }, @@ -19088,7 +19258,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "e437f74a82faca43ed388d78b020344b9246700cd50dcc8a29830caeb3dab043", + "prepared_review_unit_hash": "a0f1e8222a646ad364e5f71a10efe0ed153795fec94d63502ceea384d66058ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -19110,18 +19280,18 @@ "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.", + "summary": "The two issues are related only at a broad theme level (memory-efficient model variants), but they describe different features for different modules: FLCE/TiledFusedLogitsLoss flag handling vs. integrating TiledMLP. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more concrete, actionable report: it names a specific API path (`from_pretrained()`) and a specific missing flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy.", "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_issue_reason": "Issue #41306 is the best representative because it is narrowly scoped and likely to map to a single fix; #41826 is a separate feature request for a different component.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes and different underlying behavior; they share only a broad model-optimization theme." + "reason": "Different underlying requests: one is about enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. They may share a theme, but not the same bug or change." } ] }, @@ -19151,7 +19321,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "2404b8db73da4af4e0672c0fb4c0f60c6d4fd7aa781fdbc4c9b21c19f0ac6948", + "prepared_review_unit_hash": "b585555e335a97947516661cfa5b3602d82fb84fed62a4e1283c508cb7d0b275", "component_budget": { "node_count": 2, "item_count": 2, @@ -19173,18 +19343,18 @@ "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, + "summary": "These are related only at a broad Trainer/customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Neither issue is a clear canonical for the other; they cover different Trainer behaviors and fixing one would not resolve the other.", "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_issue_reason": "Issue 43598 is slightly more concrete and self-contained around a specific Trainer setting (`remove_unused_column`), so it is the better representative of the pair if one must be chosen.", "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." + "reason": "Both mention Trainer customizability, but one concerns unused-column handling and the other concerns FLOPs accounting. They are distinct bugs/features, not the same underlying issue." } ] }, @@ -19214,12 +19384,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "65f4df19137e69d97e472cf3512173b6cd0ef63f06928c7fa9d9938d3f5a8103", + "prepared_review_unit_hash": "68315b08333b0050879bb0d3a6ab7ade23584380976e8e6d6afe3d6a16705903", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19227,7 +19397,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19236,18 +19406,18 @@ "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.", + "summary": "The two issues are about different Qwen model support gaps: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related at a broad library level but not duplicates of the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "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_issue_reason": null, "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." + "reason": "Different model families and different API surfaces (Qwen3-Omni registration vs Qwen3.5 sequence classification support); not the same underlying issue." } ] }, @@ -19284,7 +19454,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "4da93b8730a794dae641fef1e43eec2be0fa30d29acfaef57e6870aca1dea854", + "prepared_review_unit_hash": "bbc736afb87ad6b672bbca35f58ce4bf839037d3938649da9a0bdf644f0bc3ff", "component_budget": { "node_count": 4, "item_count": 4, @@ -19306,57 +19476,54 @@ "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.", + "summary": "This cluster appears to be mostly low-information duplicate issue noise around the repeated title \"huggingface\"; one outlier titled \"Fett\" does not look related. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" issues and is the best representative of that duplicate-looking subset; 43846 and 43859 look like later repeats.", "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_issue_reason": "43845 is the strongest issue candidate because it is the earliest repeated \"huggingface\" report and has the same title as the other likely duplicates.", "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." + "reason": "Titles differ completely and there is no body/detail evidence tying \"Fett\" to the \"huggingface\" reports." }, { "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." + "reason": "No concrete evidence of the same underlying issue; only generic soft similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The title is unrelated and the packet exposes no shared details beyond generic similarity." + "reason": "Different titles and no shared target or discussion details to support duplication." }, { "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." + "reason": "Same title, but the reports are empty/low-detail; not enough evidence to confirm the same bug or change." }, { "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." + "reason": "Generic title match alone is insufficient to prove the same underlying issue." }, { "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." + "reason": "No substantive evidence beyond repeated wording; reject as duplicate candidate." } ] }, - "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, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19391,95 +19558,98 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e8625bddb44c1026b16ea9e012feb9983571f3a81381a64b67ee07a27c889ea8", + "prepared_review_unit_hash": "97dcd395bdae0526566df0291ba40e6fd89c2579af8e0f209c4b7fe46b0ffa56", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster 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, + "summary": "This cluster is mostly low-signal spam/placeholder issues. The three \"\" reports are likely duplicates based on identical titles and similarly tiny bodies, but the evidence is not strong enough to call them definitively identical. The other two issues have different titles and do not appear to match that spam cluster.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44371 is the earliest of the likely duplicate \"\" issues and is the best representative for that cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44371 is the best single issue candidate because it is earliest among the likely duplicate spam reports and has matching minimal content.", "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." + "accept": true, + "reason": "Likely duplicate pair: same placeholder title and similarly empty bodies, with no contrary detail in the packet." }, { "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." + "accept": true, + "reason": "Likely duplicate pair: same placeholder title and similarly empty bodies, with no contrary detail in the packet." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a generic documentation suggestion are not the same concrete issue." + "reason": "Different title and different apparent intent; this looks like a documentation-related item, not the same placeholder spam report." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; there is no indication of the same bug or change." + "reason": "Different title and no concrete evidence they describe the same underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request versus spam placeholder; no common underlying problem is evident." + "reason": "A documentation enhancement request does not look like the same underlying issue as a placeholder spam report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request versus spam placeholder; insufficient evidence of duplication." + "reason": "A documentation enhancement request does not look like the same underlying issue as a placeholder spam report." }, { "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." + "accept": true, + "reason": "Likely duplicate pair: same placeholder title and similarly empty bodies, with no contrary detail in the packet." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a named-topic issue are unrelated." + "reason": "Different title and no concrete evidence they describe the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a named-topic issue are unrelated." + "reason": "Different title and no concrete evidence they describe the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level direction is reasonable, but the response overstates the evidence. The packet only shows identical titles and very small bodies, plus soft_similarity; it does not prove the three issues have identical content or are clear/true duplicates. The pair verdicts should be phrased more conservatively as likely duplicates, not definitive ones." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19502,7 +19672,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "8e452e4b503f5fd9245aa313277978419aee0f7bd0f31952eb918e8a6af90942", + "prepared_review_unit_hash": "4165118dff456224a224cfb606697cd3ee0633adee7605cce12b5f87e9a0aa9e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19524,28 +19694,28 @@ "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.", + "summary": "These two issues are strong duplicate candidates: they share the exact title and very similar body lengths, and #45145 has an inbound reference. The metadata is still limited, so this is best treated as a likely duplicate pair rather than a proven one; #45145 is the better canonical candidate because it is the more connected report.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue choice because it has the same title as #45151 and the only inbound reference, so it is the more connected instance if these are duplicates.", "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_issue_reason": "#45145 is the strongest overall issue candidate for the same reason: identical title, slightly more linkage, and no metadata suggesting a different scope.", "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." + "accept": false, + "reason": "Identical titles and similar body lengths suggest a possible duplicate, but the packet does not include body text, explicit links, filenames, or diff evidence to confidently establish the same underlying 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." + "accept": false, + "feedback": "The duplicate/canonical direction is plausible and grounded by the identical title, similar body lengths, and the inbound reference on #45145. However, the writeup overstates the evidence in a few places: phrases like \u201cmatches almost exactly,\u201d \u201chighly similar content,\u201d and \u201csame underlying issue\u201d go beyond what the packet shows, since there is no body text, explicit link, or filename evidence\u2014only soft similarity with deterministic_accept=false. The conclusion should be framed more conservatively." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19622,40 +19792,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "0401d057fc7bc9ed8946f95de9bcb4b494426f64d6a617b6c61bb95ffc586ccc", + "prepared_review_unit_hash": "f279be5c658ad608d5b4607166a6fc2b691d79f680312bc58eaf7ce1ca505174", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "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, + "summary": "The two issues both involve 4-bit inference, but they describe different failure modes and likely different fixes: 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. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it states a broader, configuration-level regression with a clear trigger and likely shared impact across models.", "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_issue_reason": "Issue #45674 is the strongest standalone issue: it names the exact problematic setting, the observed failure, and the inference mode affected.", "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." + "reason": "Both are 4-bit inference bugs, but the root causes differ: torch.finfo() on uint8 weights in Gemma4 audio modules vs. llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError. They are not the same underlying bug." } ] }, @@ -19685,7 +19855,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "3439a0860596780fb97933a270a9841b2f099a217796e514a66320d7d879e5aa", + "prepared_review_unit_hash": "a974efcb01c9fce9921fb171d031b48303d2b4b6321877dbb9a9127a2e74bd35", "component_budget": { "node_count": 2, "item_count": 2, @@ -19707,18 +19877,18 @@ "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.", + "summary": "These two closed issues are not duplicates: they are unrelated name/date strings with no technical content or shared bug report context, and likely spam or accidental submissions.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a suitable canonical representative; the two issues are about different people and dates and do not describe the same underlying problem.", "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." + "reason": "The titles refer to different person-name/date strings and contain no shared bug, feature, or code-path context; they do not look like the same underlying issue." } ] }, @@ -19748,7 +19918,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c6186f0ba496691b19be257d5d8e72dd330928fcea03a61c5e0c4fb9143b7de5", + "prepared_review_unit_hash": "7e311a3a46f912fa5e0e89a11ce589a31ed20012049aef706ca47ecae8e44708", "component_budget": { "node_count": 2, "item_count": 2, @@ -19770,18 +19940,18 @@ "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.", + "summary": "The two closed issues appear unrelated: they reference different people and different dates, with no body text or linking evidence to suggest the same underlying report.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles describe different individuals and different dates, and there is no supporting discussion or linkage indicating duplication.", "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_issue_reason": "Neither issue is a strong global representative because there is no duplicate relationship; if forced, the earlier issue (#45764) is only marginally earlier, not meaningfully more canonical.", "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." + "reason": "Reject: the titles identify different people and different dates, and there is no additional evidence that they refer to the same underlying bug or request." } ] }, @@ -19811,7 +19981,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "79a11ec3e4ab7deeb2d9692e26ee4076da3984cc52ef95be31794668bdf9bacf", + "prepared_review_unit_hash": "bd5f9edaba3f78848c98b416ce4d470f76bc7ecb1f3508c662a693e5c59ac9c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19833,18 +20003,18 @@ "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.", + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other requests FP8 training support. They address different features and code paths.", "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_issue_reason": "No canonical issue: the requests are unrelated in scope and target different functionality.", "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_issue_reason": "If a representative must be chosen, #46295 is the broader and more referenced feature request, so it is the better cluster placeholder.", "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." + "reason": "Different underlying changes: model-class addition for token classification vs FP8 training support. They do not describe the same bug or change." } ] }, @@ -19884,91 +20054,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "d281f5d1d87f51b0a04abb1b307bfe2a3c7ffb01f8aabaa75c4c4f7a4c59253e", + "prepared_review_unit_hash": "e64dfe0ae51de8f6a337f6473814dbd6b3cbecbb4cabbb49e6fdd471504865dc", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "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.", + "summary": "The cluster contains two separate exact duplicate pairs\u201445870/45871 and 45872/45873\u2014plus one related but distinct issue (45869). There is no basis to rank one exact pair above the other; any representative choice between the two pairs is arbitrary.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45870 is a valid canonical representative only by arbitrary tie-break: it is one member of an exact-duplicate pair with 45871, but the packet also shows an equally exact duplicate pair at 45872/45873, so no pair is demonstrably stronger than the other.", "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_issue_reason": "Issue 45870 is suitable as a representative duplicate issue because it has an exact twin (45871). That said, 45872 is equally suitable as a representative of its own exact-duplicate pair, so this is a tie rather than a strictly better choice.", "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." + "reason": "Related financial/DataForge topic, but the requests are different: a dataset bundle versus a prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different underlying requests: a financial dataset bundle versus an example about time-series prediction." + "reason": "Related financial/DataForge topic, but the requests are different: a dataset bundle versus a prediction example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same example request; these are duplicates." + "reason": "Exact title/body match with no visible substantive difference; this is a true duplicate pair." }, { "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." + "reason": "Same broad area, but not the same concrete request; the scraping-service component makes it a different 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." + "reason": "Same broad area, but not the same concrete request; the scraping-service component makes it a different 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." + "reason": "Same broad area, but different underlying request: generic prediction example versus prediction plus scraping service." }, { "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." + "reason": "Same broad area, but not the same concrete request; the scraping-service component makes it a different issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same scraping-service/time-series request; these are duplicates." + "reason": "Exact title/body match with matching scope and no visible substantive difference; this is a true duplicate pair." } ] }, "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." + "accept": false, + "feedback": "The duplicate-pair judgments are mostly conservative, but the canonical selection overstates what the packet supports. The packet shows two equally exact duplicate pairs (45870/45871 and 45872/45873), so there is no grounded basis for calling 45872/45873 the uniquely \"strongest\" pair or 45872 the \"more descriptive\" version of its twin. Please soften that to an arbitrary representative choice or note the tie explicitly." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19992,7 +20162,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "a4df96e09fb6fe477abaa79739c499ef5f0b681eec343f39c0acf8cfb7ff0a23", + "prepared_review_unit_hash": "04c88ef446d7f51c81ae6471c63e5eca76bd12beacc5a3e4651c761736dfcaf3", "component_budget": { "node_count": 2, "item_count": 2, @@ -20014,18 +20184,18 @@ "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.", + "summary": "Two open issues both involve static cache and linear-attention, but they describe different failures: one is a shape-corruption/runtime error during `early_initialization`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. They are related in area, but not clearly the same underlying bug.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 46439 is the better cluster representative because it states a broader, more root-cause-oriented failure mode (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific crash symptom.", "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_issue_reason": "Issue 46439 is the strongest tracker for the cluster since it describes the likely underlying static-cache/linear-attention problem in a general way and names the problematic initialization path.", "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." + "reason": "Both mention static cache and linear-attention, but the reported bugs differ materially: 46439 is about wrong shapes from `early_initialization`, while 46441 is a `KeyError` for a missing `linear_attention` entry on Qwen3.5. That is not enough evidence to treat them as the same bug." } ] }, @@ -20055,7 +20225,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "7d3dc1c7cd2fcda11f88421a1ddb1399a3800be8b7aa61459284dc06071f6044", + "prepared_review_unit_hash": "03bbf7cd7369a0c099cf7b1979fc3dce31d9df6a7e86e15c6f8d08f4e2866616", "component_budget": { "node_count": 2, "item_count": 2, @@ -20077,24 +20247,24 @@ "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.", + "summary": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; issue 46552 is the better canonical tracker because it is open and already has inbound references.", "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_issue_reason": "Issue 46552 is open, already referenced, and matches 46551 exactly in title and apparent content, making it the better living tracker.", "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_issue_reason": "Issue 46552 is the most suitable representative because it is open and appears to be the active discussion thread for the same bug.", "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." + "reason": "Same title and same underlying tokenizer bug; these are duplicate reports of the exact same issue." } ] }, "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." + "feedback": "The conclusions are grounded in the packet: the issues have identical titles, identical body length, and very strong similarity evidence (jaccard 1.0). Choosing the open issue 46552 as the canonical tracker is conservative and supported by its inbound references. No overstatement beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -20121,12 +20291,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "1c957cb6a9afaf44e0c8f90575fcea2280ec450ad633709bfa352348d55c9e2a", + "prepared_review_unit_hash": "f66ee13e2f78ff21c30bfdea60345e3baad4918d4ca8c103c3bc7211c5341449", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1566, + "serialized_chars": 1565, "estimated_input_tokens": 392, "estimated_eval_tokens": 1040 }, @@ -20134,7 +20304,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1566, + "serialized_chars": 1565, "estimated_input_tokens": 392, "estimated_eval_tokens": 1040 }, @@ -20143,18 +20313,18 @@ "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, + "summary": "These are not duplicates: one reports a tensor shape mismatch during object-detection training, the other reports an out-of-memory failure after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46657 is the cleaner representative report: it describes a concrete runtime error with a specific symptom and training context.", "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_issue_reason": "issue #46657 is the best issue anchor for this cluster because it is more specific and actionable, while #46692 is a separate OOM symptom.", "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." + "reason": "Different bug types: tensor size mismatch versus OOM after epochs. They do not appear to be the same underlying defect." } ] }, @@ -20216,214 +20386,160 @@ "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7753f761b794e4f756cef703d5e757bcb88274110d52d6135d7d4ae20e3624a7", + "prepared_review_unit_hash": "d194a74868ace96562135b095939233a60863ae0a0d0adfca57f3b724c3a1ff8", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40209, - "estimated_input_tokens": 10053, - "estimated_eval_tokens": 20362 + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40209, - "estimated_input_tokens": 10053, - "estimated_eval_tokens": 20362 + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 }, "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, + "summary": "This cluster is mostly false-positive similarity across unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` patches, which both address the same `loss_utils.py` API gap.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair: it is directly issue-linked, narrowly scoped to `fixed_cross_entropy`, and cleanly describes the concrete fix of forwarding cross-entropy kwargs.", "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.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the only real duplicate here because it is the more explicit, issue-targeted implementation of the same loss-function change.", "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." + "reason": "Different changes: VideoPrism model addition vs. an executorch dynamic-shape export test." }, { "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." + "reason": "Unrelated scopes: Mistral tokenizer methods vs. adding the MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs. executorch export test; no shared underlying bug or implementation." + "reason": "Tokenizer API work and executorch export testing are unrelated code paths." }, { "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." + "reason": "Processor auto-loading robustness changes are not the same change as adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy helper fix and new MobileLLM model are entirely unrelated." + "reason": "Loss-function kwargs fix vs. adding a new model; no shared concrete bug or change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs fix vs. Mistral4 test/model updates; different subsystems and problems." + "reason": "Both touch `loss_utils.py` only indirectly via similarity; one fixes cross-entropy kwargs, the other is Mistral4 test/model cleanup." }, { "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." + "reason": "Executorch export test coverage and Mistral4 test fixes are different issues." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test vs. MobileLLM model addition; not the same change." + "reason": "Dynamic-shape export testing is unrelated to MobileLLM model introduction." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs. config-resolution ordering fix. No shared concrete bug." + "reason": "New MobileLLM model code and config-resolution ordering fix are distinct changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model implementation vs. Falcon output-collection refactor; different targets." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model-specific changes." }, { "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." + "reason": "Falcon refactor and the model-creation skill are unrelated; one changes model code, the other adds tooling/docs." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor and Mistral4 test fixes are unrelated model-specific changes." + "reason": "Different model families and different problems; not mergeable as one PR." }, { "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." + "reason": "Mistral4 test fixes and CLIP-family `layrnorm` renaming are unrelated bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs. chat parsing/serve update; unrelated areas." + "reason": "Mistral4 test work and chat-response parsing updates are different subsystems and changes." }, { "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." + "reason": "Model test fixes are not the same change as MPS documentation updates." }, { "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." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are separate features/bugs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs. model-creation skill content; unrelated." + "reason": "Mistral4 test fixes are unrelated to the new-model creation skill/tooling PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs. skill/documentation scaffolding; not duplicates." + "reason": "New model implementation and the model-creation skill are different artifacts, not the same bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work vs. `cls.config` resolution fix; unrelated." + "reason": "Mistral4 test changes and config-resolution ordering fix are distinct issues." }, { "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." + "reason": "Both PRs fix the same `fixed_cross_entropy` gap in `loss_utils.py` by forwarding supported `nn.functional.cross_entropy` kwargs; they are mergeable into one change." } ] }, "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." + "feedback": "The evaluation is grounded in the packet and stays conservative: the only clearly mergeable duplicate pair is PR 43251/43254, which share the same issue target and same `fixed_cross_entropy` kwargs fix. The other pair rejections are consistent with the diffs and titles and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -20450,12 +20566,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "0d43f761740280806d03171483cb30174cf8dc0b008a69ddc8fa11c7b0e9f92f", + "prepared_review_unit_hash": "b4b6ecb38f6468ca84b3367ed54fd9df3efb6015a397eec8a94385d3f550e5ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20463,7 +20579,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, + "serialized_chars": 7223, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20472,18 +20588,18 @@ "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, + "summary": "The two PRs are related but not duplicates: #40546 is the initial VibeVoice integration, while #42781 is a separate VibeVoice Realtime follow-up with additional acoustic-tokenizer and generation changes.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "No single canonical duplicate PR; #40546 is the base model integration and #42781 is a distinct realtime extension built on top of it.", "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.", + "best_pr_reason": "#40546 is the best representative because it is the foundational VibeVoice implementation with the broadest initial scope and substantial review activity.", "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." + "reason": "Reject: they share the VibeVoice subsystem and some filenames, but #42781 adds realtime/acoustic-tokenizer functionality and different code-path changes rather than fixing the same concrete issue as #40546." } ] }, @@ -20513,12 +20629,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "7411d3c06d427f9cd4c2718853b7c7f151900213713bfb4cc5060bd2cb2979b8", + "prepared_review_unit_hash": "6c505f0b0181094ff973a69484864ab175ce089c791d50ad08b966dc40ad1073", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20526,7 +20642,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20535,18 +20651,18 @@ "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.", + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same code path or represent a duplicate 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.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for this cluster because the artifacts are unrelated; neither can represent the other.", + "best_pr_reason": null, "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." + "reason": "Different models and different feature areas (TimesFM covariates vs DINOv3 image classification); not the same underlying change and would not be merged into one PR." } ] }, @@ -20639,7 +20755,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "40d4d5c876d51176c1ba39441e36f42ba097a61efe61e5a2b014f367f0ffb84a", + "prepared_review_unit_hash": "f484c8b211526436abc32c6b281df4540ec39e5b95be2fed3ff9c48e225c56cb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20661,18 +20777,18 @@ "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, + "summary": "Both items are maintenance PRs that update GitHub Actions versions, but they address different dependencies and different compatibility concerns. They overlap in workflow files, yet they are not the same underlying change and would not be merged as one PR.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "No clear canonical PR: PR 42975 is focused on Node 24 compatibility for several core actions (checkout/cache/upload-artifact), while PR 42976 updates docker/build-push-action and a few other workflow actions to latest versions. They are related maintenance, not one duplicate change.", "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.", + "best_pr_reason": "Neither PR is a strong global representative of the cluster because the cluster is mixed. If forced, 42975 is slightly broader and more central to the shared workflow maintenance theme, but it does not subsume 42976's Docker action update.", "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." + "reason": "Different action families and different fix goals: one targets Node 24 compatibility for checkout/cache/upload-artifact, the other updates docker/build-push-action and related workflow actions. They share CI workflow files but not the same concrete bug or change." } ] }, @@ -20718,106 +20834,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "a4619220c593bce4e2b43c5db2391961ecf61f6421271ec8071429f606a1a8c9", + "prepared_review_unit_hash": "2d5397765c26f1f16e1f389d7c0188178af53fc3c50d6f46520b34dac168c24a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24621, - "estimated_input_tokens": 6156, - "estimated_eval_tokens": 12568 + "serialized_chars": 24616, + "estimated_input_tokens": 6154, + "estimated_eval_tokens": 12564 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24621, - "estimated_input_tokens": 6156, - "estimated_eval_tokens": 12568 + "serialized_chars": 24616, + "estimated_input_tokens": 6154, + "estimated_eval_tokens": 12564 }, "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.", + "summary": "Most PRs in this cluster are unrelated model-addition or infrastructure changes (Molmo, Molmo2, CTSM, distributed config). The only clear duplicate/same-change pair is the Step 3.7 Flash work: PR #46562 and PR #46658. I\u2019d treat #46562 as the cleaner canonical representative.", "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.", + "canonical_pr_reason": "PR #46562 is the best canonical representative of the duplicate pair: it is the main user-facing Step 3.7 Flash model addition with docs/tests, while #46658 looks like a WIP/supporting implementation and conversion script PR for 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.", + "best_pr_reason": "PR #46562 is the strongest overall representative of the cluster because it is the most complete and directly product-facing Step 3.7 Flash change. The other PRs are separate model additions or unrelated config work.", "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." + "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) and do not target the same code change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models: ViT NEPA vs Molmo2. Shared auto/docs plumbing is incidental." + "reason": "Different model additions: ViT NEPA versus Molmo2, with distinct files and implementation paths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different domains and models: vision model addition vs time-series model addition." + "reason": "Different model families and model code; only broad Transformers registry/docs overlap." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "Model addition vs distributed configuration infrastructure; unrelated change sets." + "reason": "Unrelated changes: a model addition versus distributed configuration support." }, { "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." + "reason": "Molmo and Molmo2 are separate model implementations and should not be merged as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different model families: multimodal Molmo vs CTSM time-series model." + "reason": "Distinct model additions for different architectures; shared repo plumbing is not enough to call them the same change." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model integration PR vs distributed config feature; not the same bug or change." + "reason": "Molmo model support and distributed config changes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different model families and implementation targets: Molmo2 vs CTSM." + "reason": "Molmo2 and CTSM are different models with different code paths and test coverage." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model addition and distributed config are unrelated." + "reason": "Molmo2 model work is not the same underlying change as distributed config support." }, { "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." + "reason": "Both are model additions, but they add different models (CTSM vs Step 3.7 Flash) and touch different implementation areas." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model addition is unrelated to distributed configuration changes." + "reason": "CTSM model support is unrelated to distributed configuration work." }, { "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." + "reason": "These appear to be the same Step 3.7 Flash change: both center on the same model name/code path, and #46658\u2019s WIP scripts/mini-model artifacts look like supporting conversion/validation work for the PR #46562 model implementation." } ] }, @@ -20870,136 +20986,136 @@ "pull_request:46579|pull_request:46719", "pull_request:43665|pull_request:46719" ], - "prepared_review_unit_hash": "43ab4bbff05386f723f5d3e604b47bb1c01e8a6e7d9ae9424dd3cc7f7c453471", + "prepared_review_unit_hash": "a621087015b5ecc5c4ec8fa0d8874223c4d3c750a5676a0042bd74565e1dccd2", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26390, - "estimated_input_tokens": 6598, - "estimated_eval_tokens": 13452 + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 17, - "serialized_chars": 26390, - "estimated_input_tokens": 6598, - "estimated_eval_tokens": 13452 + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 }, "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, + "summary": "This cluster is a loose mix of unrelated PRs that all look like generic \"fix\" changes, but most are clearly separate: Whisper tests, backward-compat aliasing, doctest/typo cleanup, CI/test-only edits, generation watermark validation, FP8 dequantization, and MSA attention layout fixes. I do not see any true duplicates here.", + "confidence": 0.92, "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.", + "canonical_pr_reason": "PR #44815 is the strongest representative because it makes a concrete code-path fix in model loading / FP8 dequantization with supporting runtime and model changes, rather than mainly touching tests, docs, typos, or CI.", "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.", + "best_pr_reason": "PR #44815 is the best global representative: it has the clearest substantive bug fix and the most explicit runtime impact across related code paths, while the others are either orthogonal or mostly non-functional cleanup.", "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." + "reason": "Whisper tokenizer/test fixes are unrelated to the CLIP/ViT test edits; no shared underlying bug or change." }, { "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." + "reason": "Whisper decode behavior and FP8 dequantization are different subsystems and different failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer logic vs generation config watermarking validation; unrelated functionality." + "reason": "Whisper test cleanup and generation watermark validation are separate issues with no common code path." }, { "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." + "reason": "Backward-compat alias for tie_weights is a concrete API fix; typo cleanup across many files is not the same change." }, { "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." + "reason": "Tie-weights compatibility and sparse attention/model edits are unrelated fixes." }, { "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." + "reason": "Bogus CLIP/ViT test edits do not match the CI infrastructure change for Phimoe integration tests." }, { "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." + "reason": "Test-file sabotage/placeholder assertions are not the same underlying bug as the FP8 dequantization fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Injected failing tests vs generation config validation fix; unrelated." + "reason": "These touch different areas and the CLIP/ViT test edits do not indicate the same bug as generation validation." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Injected failing tests vs code-typo cleanup; no shared bug fix." + "reason": "Test-only edits and code typo cleanup are not the same fix." }, { "left": "pull_request:43665", "right": "pull_request:46719", "accept": false, - "reason": "Injected failing tests vs attention/kernel/model fix; unrelated." + "reason": "CLIP/ViT test changes are unrelated to MSA attention / MiniMax model fixes." }, { "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." + "reason": "FP8 dequantization/model-loading changes are unrelated to CI memory patching and Phimoe integration tests." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant fix vs generation watermarking config validation; unrelated code paths." + "reason": "Both are real bug fixes, but they address different code paths: FP8 dequantization versus generation watermark config validation." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Dequant/quantization fix vs typo cleanup across codebase; different underlying change." + "reason": "FP8 runtime fix and cross-repo typo cleanup are not the same 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." + "reason": "Doctest documentation updates are separate from code typo cleanup." }, { "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." + "reason": "Generation config validation and CI/Phimoe integration test infrastructure are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Watermarking/generation validation fix vs typo cleanup; not the same concrete issue." + "reason": "Generation watermark validation fix is distinct from broad typo-only edits." }, { "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." + "reason": "Typo cleanup across many files is not the same underlying fix as sparse attention layout changes and related model code." } ] }, @@ -21032,7 +21148,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "069affcada93cce4110fed23e8ff2ce18d56a1c9303e97b36563161fd97f0b6a", + "prepared_review_unit_hash": "ad1e1850615e1a7fddc9d0709f87a6a6140333967e5f9f49ee8f61c491047db5", "component_budget": { "node_count": 3, "item_count": 3, @@ -21054,30 +21170,30 @@ "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, + "summary": "Three open '[don't merge]' PRs that are only loosely similar in title/theme, but they change different code paths: packaging/setup, CI/workflow plumbing, and a security-gate workflow. No duplicate relationship is supported by the diffs, so all soft edges should be rejected.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No single canonical PR: the PRs are unrelated validation/bot/workflow changes rather than the same underlying fix or feature.", "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.", + "best_pr_reason": "No global best PR stands out; each PR targets a different file set and purpose, so none is a clear representative duplicate target.", "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." + "reason": "Different changes: setup/dependency/version-bump bot check vs a workflow trigger change. Same 'don't merge' label is not enough to indicate the same bug or change." }, { "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." + "reason": "They only share an incidental test file; one PR edits packaging/versioning, the other rewrites several workflow files and testing utilities. Not the same underlying change." }, { "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." + "reason": "Both touch workflow-related files, but they modify different workflows for different purposes. They do not appear mergeable as one fix and are not the same code-path problem." } ] }, @@ -21107,7 +21223,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "8384b3cd464bbbaaa55b697cf3c28f31637d153568e8a6d047a309f60911c548", + "prepared_review_unit_hash": "1933f0a6e0296429c7676add8f08a5d60b24782bfa020713ac8b4efc7b85e13c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21129,18 +21245,18 @@ "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, + "summary": "Two separate feature PRs in the same multimodal/pipeline area: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share boilerplate docs/registration changes, but they target different tasks, different pipeline classes, and different model/test integrations.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43612 and 43613 add different segmentation pipelines with different underlying model/code paths.", + "canonical_pr_reason": "No true duplicate here; if forced to pick one representative, PR 43613 is the broader pipeline addition with more model/test integrations and is slightly more central to the cluster.", "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.", + "best_pr_reason": "PR 43613 is the better representative of the cluster because it spans more related codepaths and support files, while 43612 is a separate, narrower feature PR.", "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." + "reason": "Different underlying changes: Promptable Concept Segmentation vs Promptable Visual Segmentation. The shared files are mostly framework registration/docs, but the pipeline classes, task docs, and model/test coverage are distinct, so they should not be merged as duplicates." } ] }, @@ -21170,40 +21286,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d35cd48524912a0c55c79d5cf4dd9c302df034152e1d652cec92bafcb8caf79d", + "prepared_review_unit_hash": "9f813ec9ce25a4399ca0cd282dc64bb3a82f540ea180e5d91725ac7728aaa23d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "These are two separate trainer.py extension-point PRs, both aimed at custom trainers but changing different code paths: gradient-accumulation loss scaling vs. signature/column filtering. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the more central representative of the cluster because it changes the training_step loss-scaling behavior and adds an explicit hook for custom trainers; PR 43663 is a distinct trainer helper for column filtering.", "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.", + "best_pr_reason": "PR 43651 is the best single representative of the cluster, but only as a broader trainer extensibility change; it is not the same underlying change as PR 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." + "reason": "Different underlying changes: 43651 adds _loss_is_scaled_for_ga and adjusts gradient-accumulation loss normalization, while 43663 adds _get_signature_columns to customize dataset column filtering. Same file and similar extensibility theme, but separate code paths and not mergeable as one PR." } ] }, @@ -21233,12 +21349,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "212e9ce6a294aa2bae6ef908d4df9ee2de38077663f25a3bef95868c7f2a76ba", + "prepared_review_unit_hash": "a347ba59ec84f257e2f91bb5e34e34dfa8566cbb236b86d075e34f0ff54bf9b5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21246,7 +21362,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21255,18 +21371,18 @@ "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, + "summary": "Two distinct open PRs touch the same CLI file but fix different NameError/type-annotation problems in different code paths; they should not be clustered as duplicates.", + "confidence": 0.96, "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.", + "canonical_pr_reason": "PR #43842 is the more explicit and narrowly scoped fix: it targets a TypeAdapter NameError when pydantic is absent and shows the exact typing/import adjustment needed.", "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.", + "best_pr_reason": "PR #43842 is the best representative because its title and diff clearly identify a concrete runtime failure and a minimal fix path, making it the stronger triage anchor.", "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." + "reason": "Reject: both edit src/transformers/cli/serve.py, but #43656 fixes a different typing/annotation NameError issue than #43842. The diffs address separate failure modes and are not mergeable as one PR." } ] }, @@ -21419,8 +21535,8 @@ "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:44071|pull_request:44086", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -21444,8 +21560,8 @@ "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:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -21458,400 +21574,100 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "f66d11246e06b4b3369a71e1c38b362886c1b0e5a14b9f891789c5854b4a4d94", + "prepared_review_unit_hash": "9fd6d278fc6f037c53461b052cca3ccab49a0a0742e91e9a2f63fd001ee48db9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75097, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a 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." - }, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly standardized output-tracing refactors across many model families. The only true near-duplicate line is the GPT-Neo and GPT-J/CodeGen iterations, where later PRs clearly narrow or extend the same code-path rewrite.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the broadest and latest GPT-J/CodeGen output-tracing refactor, covering both gptj and codegen and subsuming the earlier GPT-J-only iterations.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative PR because it is the most complete GPT-J/CodeGen iteration of the same standardized output-tracing change.", + "soft_edge_verdicts": [ { "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", + "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file and are very likely duplicate/mergeable." + "reason": "Same GPT-J/modeling_gptj.py output-tracing refactor; 44085 is a narrower iteration of the same change." }, { "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." + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing rewrite; 44722 is the broader/latest iteration of the same code-path change." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "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." + "accept": true, + "reason": "Same GPT-J/modeling_gptj.py refactor; 44722 extends the same change to CodeGen as well." }, { "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." + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing rewrite in the same file; one PR is a narrower/updated version of the other." }, { "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", + "right": "pull_request:44066", "accept": false, - "reason": "SegFormer vs LongT5 are unrelated model refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations; only the generic refactor theme matches." }, { - "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", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "SegFormer and VisualBERT are separate model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths, so these are related but not duplicates." }, { "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." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model families with different forward paths." }, { - "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", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet and MPT are different model code paths." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model code paths." }, { - "left": "pull_request:44010", + "left": "pull_request:44066", "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." + "reason": "GPT-J/CodeGen and MPT are separate model refactors, not one mergeable change." }, { "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", + "right": "pull_request:44086", "accept": false, - "reason": "DeBERTaV2 and VITS are unrelated model refactors." + "reason": "GPT-J and MGP-STR are unrelated implementations." } ] }, "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." + "feedback": "The summary is broadly grounded, but several soft-edge verdicts are too conservative relative to the packet. In particular, the GPT-J/CodeGen line has strong same-file, same-target overlap: 44066\u219444722 and 44085\u219444722 are marked deterministic_accept=true in the packet, yet were rejected as merely related/different-model work. Those look like mergeable iterations of the same output-tracing refactor, not separate bugfixes. Because the verdicts miss clear duplicates/near-duplicates, I can\u2019t accept this evaluation as written." }, "evaluator_used": true, "retried": true, @@ -21889,70 +21705,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e17ff8404b4de9143819aca94fe56e1db4ab3d1dcd457ebae1135e706fa216ba", + "prepared_review_unit_hash": "8e2aff89041ff0e8a2166bb9f53d1f1ac55973f266fe6d99f51a69631a1ba770", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "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, + "summary": "These are parallel, model-specific refactors to standardized output tracing/capture_outputs across different architectures, not duplicate bug fixes or mergeable single-change PRs.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "No single PR is a true canonical duplicate: each PR touches a different model and implements its own output-tracing refactor, so they should remain separate.", "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.", + "best_pr_reason": "44129 is the best representative only in the sense that it is the most concrete and scoped, with an explicit issue target; however, it is still not a duplicate of 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." + "reason": "Same broad output-tracing theme, but different models (FocalNet vs ImageGPT) and different code paths; not one mergeable change." }, { "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." + "reason": "Both refactor output collection, but VisualBert and TextNet are separate implementations with different forward signatures and tests." }, { "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." + "reason": "Different model families and different refactor details; only the general output-tracing cleanup overlaps." }, { "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." + "reason": "MPNet and TextNet are unrelated model-specific changes, not the same underlying bug or change." }, { "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." + "reason": "RegNet and SqueezeBert are distinct model implementations; shared standardized-output wording is not enough to merge them." }, { "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." + "reason": "Both are output-tracing refactors, but they target different models and different concrete code paths, so they are not duplicates." } ] }, @@ -22032,274 +21848,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "604cf8ef35669a09cc0b4ca878de16e00abc499e9069a61be92276406cbf9218", + "prepared_review_unit_hash": "334ff9718f2ea879309c14d54fe95b17bdb8e07f803e5662d270756cb8affc73", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "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. The similarity is mostly at the pattern/title level, but the affected code paths and architectures differ.", + "summary": "This cluster is a set of similar-but-independent PRs that refactor output tracing across different model implementations. They share a common helper/decorator theme, but the affected code paths are model-specific, so they should not be treated as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "PR 44025 is a good anchor because it is a clear, self-contained output-tracing refactor with the same overall pattern as the rest of the cluster and touches a related model pair in one change.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 44025 is the best representative of the cluster theme: it cleanly shows the tracing refactor pattern, is scoped to one model family, and is more substantial than the single-file variants.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; same refactor motif, but not the same underlying change." + "reason": "Different model families (timm_backbone vs upernet); same refactor style, but not the same underlying code path or fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated architectures and code paths; only the output-tracing refactor pattern is shared." + "reason": "Unrelated model implementations and forward paths; only the tracing refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models with separate forward/output behavior; not plausibly one merged fix." + "reason": "Different models (timm_backbone vs univnet); not a single concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs mamba/falcon_mamba are distinct implementations; no shared concrete bug." + "reason": "Different subsystems and model code paths; too broad to be a duplicate PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; the overlap is just a generic refactor theme." + "reason": "Different architectures (backbone vs RWKV); same output-tracing theme but not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model stacks; same pattern, different change." + "reason": "Mobilenet V1 and UnivNet are unrelated implementations; these are separate refactors." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and outputs; not the same fix." + "reason": "Different model families and different forward logic; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "These target different model families and forward paths, so they should stay separate." + "reason": "Both refactor tracing, but they apply to different model families and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated changes despite similar tracing cleanup." + "reason": "MobileNet V1 output handling is unrelated to vision-encoder-decoder tracing changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model implementations; no evidence of one shared bug." + "reason": "Different model wrappers and forward paths; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor style only." + "reason": "Vision-text dual encoder and UnivNet are unrelated; the shared pattern is only superficial." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and output contracts; not the same underlying change." + "reason": "Different model code paths; same decorator/refactor style is not enough for duplication." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba are separate implementations and fixes." + "reason": "Vision-text dual encoder vs Mamba/Falcon-Mamba are distinct changes in unrelated modules." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These touch different model families; too broad to treat as duplicates." + "reason": "Different model families and different output-shaping behavior; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated architectures; only the refactor motif matches." + "reason": "UnivNet and UperNet are unrelated models; no shared concrete bug or code path." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Distinct code paths and model types; not the same concrete bug/change." + "reason": "Different architectures and runtime paths; too broad to merge as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families with separate output handling." + "reason": "Same refactor motif, but different model families and distinct implementation details." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model implementations; no shared fix." + "reason": "UperNet segmentation tracing and RWKV output handling are unrelated changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and forward logic; not mergeable as one PR." + "reason": "Different subsystems and model behavior; not a duplicate fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba and SuperPoint are unrelated subsystems." + "reason": "Falcon-Mamba/Mamba and SuperPoint are unrelated code paths despite the shared tracing refactor theme." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; same general tracing cleanup, but not one bug." + "reason": "Different model code paths (Mamba/Falcon-Mamba vs CodeGen) and different tracing behavior; not one bug." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone vs CodeGen are separate implementations with different changes." + "reason": "Timm backbone and CodeGen are unrelated implementations; the shared helper usage is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not share a concrete code-path problem." + "reason": "UnivNet and CodeGen fix different model-specific output handling." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated; the similarity is only in the refactor pattern." + "reason": "UperNet and CodeGen are distinct model changes with no common concrete defect." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and output APIs; not the same underlying fix." + "reason": "Different model families and different forward/output semantics; not the same PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth-Anything and VisionEncoderDecoder are different model families, so these are separate PRs." + "reason": "Both are tracing refactors, but they target different encoder/decoder model families and different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different code paths and model wrappers; no single concrete bug unifies them." + "reason": "Depth-Anything and Speech-Encoder-Decoder are unrelated models; only the refactor pattern is shared." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth-Anything and SuperPoint are unrelated implementations." + "reason": "Different model implementations and output-capturing details; not a single underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output semantics; not a duplicate pair." + "reason": "Depth-Anything and RWKV are unrelated architectures; these are separate refactors." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth-Anything and DPR are unrelated code paths despite similar refactoring." + "reason": "Different model families and forward signatures; same theme, not same fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrapper models with distinct behavior." + "reason": "Vision-encoder-decoder and RWKV differ in architecture and code path; no duplicate bug." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward paths; no shared concrete fix." + "reason": "Vision encoder-decoder and speech encoder-decoder are parallel wrappers, but still distinct PRs with separate code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Encoder-decoder wrapper vs RWKV are unrelated implementations." + "reason": "Different models and different output-tracing implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model stacks; same tracing refactor pattern is not enough." + "reason": "Vision-encoder-decoder and DPR are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output behavior; not the same bug/change." + "reason": "Different model families and output semantics; not mergeable as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate model implementations." + "reason": "Speech encoder-decoder and DPR are different model-specific refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model families." + "reason": "SuperPoint and RWKV are unrelated architectures; the shared helper pattern is superficial." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and semantics; only the refactor style overlaps." + "reason": "SuperPoint and DPR touch unrelated code paths and do not fix the same bug." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR do not share a concrete bug or mergeable code change." + "reason": "RWKV and DPR are different models with distinct output-handling logic; not a duplicate PR." } ] }, @@ -22329,12 +22145,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "55115d8f0b5fdd2031520f63a477b594cf4363222361bc87a25934e11e364306", + "prepared_review_unit_hash": "059834f36c02ef89fb78c280ccf97908cef463d74984f4125e338e5638e488f8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22342,7 +22158,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22351,18 +22167,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "The two PRs are unrelated model additions that share only generic Transformers boilerplate and auto-registration files. They do not appear to fix the same code-path problem or be mergeable into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "PR 45401 is the cleaner representative: it is tightly scoped to Voxtral TTS, has an explicit issue target, and includes a focused implementation/test set. PR 44662 is a separate PenguinVL model addition with different scope and no issue target.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR 45401 is the best single representative of the cluster because it is more self-contained and better linked to a concrete tracking issue; PR 44662 is a distinct model implementation rather than a duplicate change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "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." + "reason": "Different models and different changes: PenguinVL vs Voxtral TTS. Shared files are only broad registry/boilerplate locations, not the same underlying bug or feature." } ] }, @@ -22392,7 +22208,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a74bde1fb1404f3df8cac18ca8a9217cbfa7290ab013f7670ae674e36e297adf", + "prepared_review_unit_hash": "5eae6c5fa14ecef93d6d03f24e2971950d2108dd5b6c219c2ab6e1438c99ba32", "component_budget": { "node_count": 2, "item_count": 2, @@ -22414,18 +22230,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "These PRs are related to model/kernel fusion, but they target different layers and are not the same change: #44979 introduces a new Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration plumbing. They should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "#44979 is the better anchor for the cluster because it introduces the core Module Fusion API and tests; the other PR is a separate, later kernel-config integration on top of that broader foundation.", "best_issue_reason": null, - "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.", + "best_pr_reason": "#44979 is the most representative and substantial PR in the cluster: it adds the central new abstraction rather than a usage example / integration path. #45363 is draft and narrower in scope.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "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." + "reason": "Different concrete changes: #44979 adds a standalone module fusion API, while #45363 adds kernel-config-based n-to-1 fusion plumbing and an example. They overlap conceptually but do not appear to fix the same underlying bug or implement the same feature branch." } ] }, @@ -22455,12 +22271,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "7c11271f91a4292ed3cf9f1b4ec7725389e15833cc001b3f7179f45715d4bf19", + "prepared_review_unit_hash": "66f2cefb078f67cc2285f63b7cc5b8d2c48f5f1cec30d73ac4ed9fd54afae85d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22468,7 +22284,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -22477,18 +22293,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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.", + "summary": "Both pull requests implement the same fix for the Mistral regex AttributeError in `_patch_mistral_regex` by switching to `tokenizer.pre_tokenizer`; PR 45317 is the stronger canonical choice because it adds tests and has the clearer, more complete patch.", "confidence": 0.98, - "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.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it targets the same underlying bug as PR 45086, includes the same code-path fix, and also adds test coverage with a clearer title/description.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR candidate because it fixes the same concrete AttributeError, is more complete than 45086, and includes tests that validate the behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "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." + "reason": "Same underlying bug and same code change in the same file: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to fix the Mistral regex AttributeError. PR 45317 just adds tests and a slightly broader wrapper around the same fix, so these look like duplicate/overlapping PRs that could be merged into one." } ] }, @@ -22518,7 +22334,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "ad547b4d0d121163bbdfcf39d5ec7773e96c80a97bce4862a4834072a6d7eefe", + "prepared_review_unit_hash": "f84ef91ea25f8cecb5606f6bcc8ad45564bb9de14d8eae02e4fe516808469e83", "component_budget": { "node_count": 2, "item_count": 2, @@ -22540,18 +22356,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "Both PRs concern Nemotron H, but they are different changes: one refactors NemotronH to inherit GraniteMoeHybrid and updates conversion mapping, while the other introduces the dense/sparse NemotronH variants and broader model/docs wiring. They share files and subsystem, but not the same concrete fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "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.", + "canonical_pr_reason": "No issue links are present. If treating one PR as the cluster representative, PR #45569 is the broader, more complete NemotronH family change, while #45115 is a narrower refactor/conversion-mapping update.", "best_issue_reason": null, - "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.", + "best_pr_reason": "PR #45569 is the best representative because it covers the major model-structure change, adds dense/sparse variants, updates docs and auto-mappings, and appears to subsume the larger product-facing work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "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." + "reason": "Shared NemotronH files are not enough here: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces the dense/sparse split and associated docs/model wiring. They do not look mergeable as one PR for the same underlying bug or change." } ] }, @@ -22581,7 +22397,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "c875702bffdf2a860ef0f1bc88ef8ed0dc3134ee804eb3a7a354da4d75f994a6", + "prepared_review_unit_hash": "8a809bde9c61ba4cd33734c4a28f9ac72caebd63204f7b7fad8073170e01d4dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -22603,18 +22419,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "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, + "summary": "These are related feature PRs in the same heterogeneous-models effort, but they address different layers of the stack: one introduces per-layer config support, the other adds broader heterogeneous modeling/cache behavior built on top of that config. They are not the same concrete change and should not be deduplicated.", + "confidence": 0.91, "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.", + "canonical_pr_reason": "PR 45333 is the more foundational change because it introduces the per-layer configuration machinery that the other PR appears to rely on.", "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.", + "best_pr_reason": "PR 45333 is the best representative of the cluster since it defines the core config abstraction, whereas PR 45332 is a larger downstream modeling/cache integration built around it.", "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." + "reason": "Related but distinct: 45333 adds heterogeneous per-layer config support, while 45332 adds heterogeneous model/cache/modeling integration on top of that. They touch overlapping files, but not the same underlying bug or one mergeable fix." } ] }, @@ -22644,7 +22460,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c4d6afb566360e6ceb276108837700bda3354c06589fcfac6449ae3539538c30", + "prepared_review_unit_hash": "4cfa7ef6e23255d7b4c911eaa7472e01268129090e0dda81948c5ea13d110442", "component_budget": { "node_count": 2, "item_count": 2, @@ -22666,18 +22482,18 @@ "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, + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repository-wide type-checking sweep, while #45425 adds typing helpers/protocols and targeted fixes around modeling_utils/peft/flash-attention. The overlap in shared files looks incidental, not the same underlying change.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No canonical duplicate PR: these are separate typing efforts with different scopes and code paths, so neither should be treated as the same change.", "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.", + "best_pr_reason": "#45425 is the more focused representative of the cluster because it introduces specific typing infrastructure and targeted fixes, whereas #45415 is a broad sweeping type-check pass.", "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." + "reason": "Reject: they share some touched files, but #45415 is a broad type-checking cleanup across many modules and #45425 adds specific typing aliases/protocols for modeling_utils and related integrations. Different underlying changes, not mergeable as one PR." } ] }, @@ -22707,7 +22523,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "9588da25a8471959b4ebe9484c9e45f57835fbfebece358c02d18d4c801403e9", + "prepared_review_unit_hash": "7c65754d8a470aac9977914572f8d7b44490bb8fc53409fac660f891abee65c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22729,18 +22545,18 @@ "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, + "summary": "Two open PRs with superficially similar cache/seq_len handling, but they target different model families and different code paths: Qwen/Olmo linear attention vs Mamba2 CUDA kernels. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46084 is the more clearly scoped candidate: it has an explicit issue target (#46032) and a focused fix for Mamba2 cache behavior when seq_len > 1.", "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.", + "best_pr_reason": "PR #46084 is the strongest standalone representative because it is narrowly targeted, explicitly linked to an issue, and addresses a concrete cache/sequence-length bug in one code path.", "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." + "reason": "Different underlying bugs in different models/code paths. #45513 fixes multi-token cached forward for Qwen/Olmo linear attention, while #46084 fixes Mamba2 use_cache handling for seq_len > 1." } ] }, @@ -22770,7 +22586,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f92d134e8ec66846770889abf05b3eee5a8beceaf20fc82d6da0b727a5467faf", + "prepared_review_unit_hash": "1d134ff2d24f8b52f1f996aaa44df7de3489ae9a74f5704eccab9a1134f94213", "component_budget": { "node_count": 2, "item_count": 2, @@ -22792,18 +22608,18 @@ "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, + "summary": "These PRs are related by expert parallelism, but they fix different loading-time bugs in different code paths: one preserves EP config/has_ep for DeepSpeed ZeRO-3 via accelerate launch, the other prevents expert parameters from being overwritten in FSDP2/rank-0 broadcast. Not duplicates.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "PR 45662 is the better representative because it targets a concrete EP parameter-loading failure mode with a broader, more explicit fix across the loading stack.", "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.", + "best_pr_reason": "PR 45662 is the strongest standalone PR for the cluster: it addresses a specific, user-visible EP bug and includes the most complete code-path fix.", "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." + "reason": "Both concern EP, but 45548 fixes config preservation/has_ep for DeepSpeed ZeRO-3 with accelerate launch, while 45662 fixes expert tensors being overwritten in FSDP2/rank-0 broadcast. Different bugs and different mechanisms." } ] }, @@ -22833,40 +22649,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "0f8c182d39aa7b17653a4dd471a57f4b5e590320546a6a67d8a1b50185528b4e", + "prepared_review_unit_hash": "87d99e0499be3d097649f2fc1173b8c7e0da5f57df73707d4ea0e500d88ae731", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs 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.", + "summary": "Both PRs address the same xdist collision around `captured_info` debug artifacts, with PR #45645 being the broader end-to-end fix and PR #45639 a narrower subset of the same underlying change.", "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.", + "canonical_pr_reason": "PR #45645 is the stronger canonical choice because it covers the core xdist-safe file handling plus the CI/workflow log aggregation needed to consume multiple `captured_info*.txt` files, making it the more complete fix for the issue.", "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.", + "best_pr_reason": "PR #45645 best represents the full solution to the captured-info collision problem; PR #45639 appears to implement only the file-writing side of that fix.", "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." + "reason": "Both PRs fix the same concrete bug: `captured_info` artifacts colliding under xdist. They share the same issue target and overlapping code paths in `testing_utils.py`; #45645 simply extends the fix to CI artifact collection and related plumbing, so they could plausibly be merged into one PR." } ] }, @@ -22896,12 +22712,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "03099a25e80d728c83d2b04586cf120e9728b300006462a3acb157fffe47e0e2", + "prepared_review_unit_hash": "23744d238d4a05cf4ed19262d2c01aa014c87e01baff9dbeb20a6fb9ca6929aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7247, + "serialized_chars": 7248, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22909,7 +22725,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7247, + "serialized_chars": 7248, "estimated_input_tokens": 1812, "estimated_eval_tokens": 3880 }, @@ -22918,18 +22734,18 @@ "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.", + "summary": "These are two unrelated linter-rule PRs that happen to touch overlapping model files, but they implement different behaviors: TRF003 adjusts forward return handling, while TRF018 rewrites weight initialization logic.", "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.", + "canonical_pr_reason": "PR 45720 is the cleaner representative because it has a narrowly defined, concrete change set around `can_return_tuple`/`return_dict` handling and shows the exact code-path being standardized.", "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.", + "best_pr_reason": "PR 45720 is the best overall anchor for the cluster since its intent is more explicit and its change is easier to summarize as one coherent modeling-rule implementation.", "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." + "reason": "Do not merge: they target different linter rules and different code paths. One changes model forward return semantics, the other changes parameter initialization behavior; overlapping model filenames alone is not enough." } ] }, @@ -23025,40 +22841,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "3e4652a15e785c0f634eea056501784dc235efd9f7b620e88c5eab8da42021e0", + "prepared_review_unit_hash": "500313808a234f135d929d0d8fc96dfc42b03794447753affe7dc9e87a55cd0b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "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, + "summary": "These are unrelated pull requests: one changes model/workflow code and the other is a test migration. They do not look like the same underlying change and should not be deduplicated.", + "confidence": 0.94, "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.", + "canonical_pr_reason": "PR 45932 is the broader, more substantive code change and is the better representative of the cluster; PR 46100 is primarily a test migration with no clear overlap in the actual fix.", "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.", + "best_pr_reason": "PR 45932 is the best PR representative because it targets production/model and CI files, whereas PR 46100 is focused on test scaffolding and migration rather than the same concrete bug or change.", "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." + "reason": "Different work items: 45932 modifies model code and CI secrets, while 46100 adds/changes tests and DDP config. They do not appear to fix the same concrete problem or be mergeable as one PR." } ] }, @@ -23088,7 +22904,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "1d97f8630dae8657ff8c5771e53503d0abbb9e3078491f276e004c820e230960", + "prepared_review_unit_hash": "aa3ec574eb67586225f03d5b26642de9a716ec53dc05251042d0145fc80db637", "component_budget": { "node_count": 2, "item_count": 2, @@ -23110,18 +22926,18 @@ "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, + "summary": "These PRs overlap in distributed files, but they are not the same underlying change: #46126 is a focused EP/trainer integration, while #46269 is a broad distributed branch base touching many unrelated areas. Reject the duplicate link.", + "confidence": 0.95, "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.", + "canonical_pr_reason": "#46126 is the more focused, self-contained PR around EP routing and trainer integration; its diff is coherent and specific compared with the broad umbrella changes in #46269.", "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.", + "best_pr_reason": "#46126 is the best representative artifact here because it targets one concrete feature/change, whereas #46269 is a large branch-base PR spanning multiple distributed subsystems.", "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." + "reason": "Shared filenames alone are not enough: #46126 implements EP-specific routing/trainer integration, while #46269 is a broad distributed branch base with many additional changes. They do not fix the same concrete code-path problem." } ] }, @@ -23187,196 +23003,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "a91fd60a6e7532b917c949f5c6d0ff121d86aa316df4487e09872c5617be194f", + "prepared_review_unit_hash": "3442f31b832421924081f2ce1c4aed8581966b87cfe8441032244b5e9d4dd48c", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25934, - "estimated_input_tokens": 6484, - "estimated_eval_tokens": 13224 + "serialized_chars": 25922, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25934, - "estimated_input_tokens": 6484, - "estimated_eval_tokens": 13224 + "serialized_chars": 25922, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 }, "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, + "summary": "This cluster is mostly unrelated GitHub Actions maintenance PRs. There are two loose themes\u2014workflow hardening around pr-ci-security-gate.yml and assorted one-off CI tweaks\u2014but no pair appears to be the same underlying change.", + "confidence": 0.97, "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.", + "canonical_pr_reason": "PR 46554 is the most substantive representative: it makes concrete security-gate logic changes in .github/workflows/pr-ci-security-gate.yml and sits at the center of the nearest soft-similarity neighborhood. It is still not a duplicate of the others.", "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.", + "best_pr_reason": "46554 is the best overall representative because it changes actual security-gate behavior rather than just permissions, comments, or minor workflow plumbing. The cluster is too heterogeneous to treat as one duplicate set.", "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." + "reason": "Different workflows and different fixes; same general CI/workflow maintenance theme is not enough to make these the same change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Self-comment-ci message piping is unrelated to PR gate permissions/approval logic." + "reason": "Unrelated workflow changes: self-comment stdin handling versus security-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." + "reason": "One updates self-comment-ci input handling; the other only adds explanatory comments to the security-gate workflow." }, { "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." + "reason": "Different workflow and different concern: stdin handling for comments versus secrets scoping in pr-ci-security-gate.yml." }, { "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." + "reason": "Both use printf-style shell handling, but they fix different workflows and different code paths." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflows: SSH runner hardening vs benchmark dispatch trigger change." + "reason": "SSH-runner hardening is unrelated to adding workflow_dispatch to benchmark_v2." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and goals; memory-monitor/security cleanup vs anti-slop permissions." + "reason": "Different workflow files and different fixes: SSH runner changes versus anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner maintenance is unrelated to assign-reviewers checkout behavior." + "reason": "SSH-runner updates are not the same change as checking out the base ref for assign-reviewers." }, { "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." + "reason": "SSH-runner secret handling and pinned download changes are unrelated to security-gate file checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "No shared underlying bug; these are unrelated workflow security changes." + "reason": "Different workflows and different problems; no shared code-path change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions change and benchmark trigger change are unrelated workflow updates." + "reason": "Anti-slop permissions and benchmark trigger conditions are different workflow behaviors." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "Different workflow files and different fixes: anti-slop permissions versus reviewer assignment checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permission scoping is unrelated to build-ci commit-message parsing." + "reason": "Anti-slop permission scoping is unrelated to build-ci-docker-images shell input handling." }, { "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." + "reason": "Different workflows and different issues; only broad GitHub Actions overlap." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout ref change and benchmark dispatch support are unrelated." + "reason": "Reviewer checkout behavior and benchmark dispatch triggering are unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes; no shared concrete bug." + "reason": "Different workflow files and different concrete fixes; not the same bug or change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers base-ref checkout is unrelated to PR CI security-gate hardening." + "reason": "assign-reviewers checkout ref and security-gate workflow scanning solve different problems." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow dispatch and build-ci commit-message parsing are separate changes." + "reason": "Benchmark dispatch support and build-ci-docker-images printf handling are distinct workflow changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "No shared underlying code-path or bug; different workflow concerns." + "reason": "No shared underlying bug: benchmark trigger logic versus security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci commit-message quoting and PR CI security gating are unrelated." + "reason": "Both are workflow tweaks, but they target different scripts and different failure modes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow logic in different files; not the same bug or change." + "reason": "build-ci-docker-images input handling is unrelated to pr-ci-security-gate permissions and approvals." }, { "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." + "reason": "Same file, but different concerns: 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." + "reason": "Security-gate logic changes versus comment-only documentation updates are not the same change." }, { "left": "pull_request:46554", - "right": "pull_request:46716", + "right": "46567", "accept": false, - "reason": "Related security theme, but distinct fix: checkout/check logic vs removing inherited secrets." + "reason": "No matching artifact; the intended pair appears to be 46554 vs 46716, which are different security-gate hardening changes." }, { "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." + "reason": "Permissions/approval logic and explanatory comments are not the same underlying fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating and secrets propagation are separate security hardening steps, not duplicates." + "reason": "Different security-gate hardening concerns: job permissions versus secrets inheritance." }, { "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." + "reason": "Comment-only clarification is not the same as changing secrets exposure in the reusable workflow." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "build-ci-docker-images shell handling and security-gate comments are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different changes; no duplicate evidence beyond broad similarity." } ] }, @@ -23406,7 +23234,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "b76e1f36d5a1421e62e1a8fe1b59b6f34cef01729c5b831c299af7ff93918e18", + "prepared_review_unit_hash": "317a65d39ecd3afd2e36c39a21c3f52a8e6eaa3b413eae75109779c83534a533", "component_budget": { "node_count": 2, "item_count": 2, @@ -23428,18 +23256,18 @@ "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.", + "summary": "Two open PRs both remove direct file-open source inspection, but they do so in different code paths and with different mechanisms. They are related in theme, not a duplicate fix.", "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.", + "canonical_pr_reason": "PR #46207 is the cleaner representative because it targets the specific _can_set_attn_implementation heuristic in modeling_utils, includes tests, and has a narrowly defined behavioral change.", "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.", + "best_pr_reason": "PR #46207 is the best cluster representative: it is the more explicit and self-contained fix, with a concrete source-reading replacement and accompanying tests.", "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." + "reason": "Different code paths and different implementation details: #46152 changes import_utils path resolution via importlib.resources, while #46207 changes modeling_utils source inspection via inspect.getsource. They share a broad goal, not the same underlying bug/change." } ] }, @@ -23469,7 +23297,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "c2a3cf54d8c987bb7c4767a6435db595658e1ed9efaa1aa208190e8c441457a7", + "prepared_review_unit_hash": "736003696cd355b9e5a766ea463066193898cda2ac36b77d3362c23b76a88785", "component_budget": { "node_count": 2, "item_count": 2, @@ -23491,18 +23319,18 @@ "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, + "summary": "These PRs both add SDPA dispatch support, but for different model families and code paths: T5 vs wav2vec2/audio models. They are related in theme, not duplicates, so the soft edge should be rejected.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "No canonical PR: the two changes target different architectures and implementation paths, so they are not the same underlying fix.", "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.", + "best_pr_reason": "PR 46196 is the broader representative of the SDPA-dispatch theme, covering many audio model implementations and related docs/tests, but it is still not a duplicate of PR 46154.", "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." + "reason": "Same feature theme, but different model families and concrete code paths; they would not plausibly be merged into one PR without conflating separate implementations." } ] }, @@ -23598,7 +23426,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "9694a9d6ddcc89558037252195305bd18d988c4f10f247d5b67cc5b68161da29", + "prepared_review_unit_hash": "1c2eaea4aeb0fed76698de3e900d83bbdb0e31ce87da600535f6b16e41d8aef3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23620,18 +23448,18 @@ "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, + "summary": "Both PRs fix the same off-by-one right-window boundary bug in sliding window masking; 46546 is the broader, more complete patch.", + "confidence": 0.9, "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.", + "canonical_pr_reason": "PR 46546 is the better canonical change because it covers the same Moonshine fix plus the related Gemma4 implementation and adds test coverage.", "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.", + "best_pr_reason": "PR 46546 is the strongest representative because it is the later, broader fix for the same boundary bug and appears more complete.", "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." + "accept": true, + "reason": "Same underlying off-by-one boundary bug in the sliding-window mask; 46546 extends the same fix to a related implementation and tests, so these can be treated as duplicates." } ] }, @@ -23661,7 +23489,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "c52d76c9b3864833d291afabb83e6f4f6d5428557bc31e3f9f9a9d37a1ecd680", + "prepared_review_unit_hash": "737573dba5a9464ec49b0b9a8b0a7452ceb0f98b3949bb484455354f662759ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -23683,18 +23511,18 @@ "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.", + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, the other adds the HunYuan VL model stack and docs. The soft similarity signal is a false positive.", "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.", + "canonical_pr_reason": "PR 46417 is the more self-contained, complete model addition with docs/tests, while PR 46376 is a draft feature expansion in a different codepath.", "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.", + "best_pr_reason": "PR 46417 is the best representative of the cluster because it is a fully scoped standalone addition; PR 46376 is draft and addresses a separate batching subsystem.", "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." + "reason": "Reject: these PRs target different features and code paths (continuous batching multimodal support vs. HunYuan VL model implementation), so they are not the same underlying change." } ] }, @@ -23724,40 +23552,40 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "a82812caa690bf931196fcb62feb8a0949ccfa0c60adf0ffdec2914835a905c2", + "prepared_review_unit_hash": "2419e65a753f6fc6be7bf9ff1568ff572ddf8cc552063e67a999b9bc5bec5aa9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, - "estimated_input_tokens": 1103, - "estimated_eval_tokens": 2462 + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "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, + "summary": "The two pull requests are related only at a very broad tokenizer-loading level, but they fix different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer-class misclassification. They should not be deduplicated.", + "confidence": 0.98, "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.", + "canonical_pr_reason": "PR 46580 is the better representative of the cluster because it addresses tokenizer-class resolution in auto-loading with a targeted checkpoint-prefix override, which is the more general and explicit fix among the two PRs.", "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.", + "best_pr_reason": "PR 46580 is the strongest cluster representative: it has a clear, scoped tokenizer-loading fix, explicit checkpoint targeting, and a direct issue link. PR 46574 is a separate CodeLlama decode bug.", "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." + "reason": "Different underlying problems and code paths: 46574 fixes CodeLlama decoder stripping on decode, while 46580 fixes DeepSeek models loading under the wrong tokenizer class via auto-tokenizer mapping." } ] }, @@ -23787,12 +23615,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "45087e762174b67cf9ad2cd9b43e890e7e74742f65a3a1313af5fffda14db0ab", + "prepared_review_unit_hash": "9c5321306beef45c6e5bf74a9ca145c1e8c1502d651c78a36b6533442c02c640", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23800,7 +23628,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5494, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23809,18 +23637,18 @@ "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, + "summary": "Two related Mistral PRs touch the same tokenizer area, but they implement different changes: one moves MistralConverter into the Mistral integration package, while the other adds tekken tokenizer detection/conversion/save utilities. They share files and subsystem, but not the same concrete fix.", + "confidence": 0.93, "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.", + "canonical_pr_reason": "PR 46604 is the better representative because it is the more substantial feature change in the Mistral tokenizer path, adding tekken detection and save/conversion utilities rather than just relocating an existing converter.", "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.", + "best_pr_reason": "PR 46604 best captures the cluster\u2019s main user-facing functionality around Mistral tokenizer support. PR 46603 is a smaller refactor/split of converter code and is not the clearest anchor for the underlying change set.", "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." + "reason": "Different concrete changes: 46603 is a code move/refactor for MistralConverter, while 46604 implements tekken tokenizer detection, conversion, and save utilities. Same subsystem and files, but not the same mergeable PR." } ] }, @@ -23852,7 +23680,7 @@ "pull_request:46741|pull_request:46748", "pull_request:46743|pull_request:46748" ], - "prepared_review_unit_hash": "3e18f8a32fd3620ece90e8b7c8361650963f71d5d443a66292af2f5c6f8e4995", + "prepared_review_unit_hash": "8e5c22b0746e8049346750ede51fa34a182b09d3e774e8eef2fd1def0e26636a", "component_budget": { "node_count": 3, "item_count": 3, @@ -23874,24 +23702,24 @@ "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.", + "summary": "The three pull requests are about different code paths: Zamba2/Nemotron-H chunked-prefill handling, CPU fallback for grouped_mm, and offloaded cache prefetching for hybrid models. They are not duplicates of the same underlying fix.", "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.", + "canonical_pr_reason": "PR #46748 is the clearest self-contained bug fix in the set: it targets cache prefetch behavior in hybrid models and includes a test file, making it the best representative artifact here.", "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.", + "best_pr_reason": "PR #46748 is the most representative overall because it fixes a concrete runtime mismatch in cache offloading, with an accompanying test, and is easier to interpret as a standalone bug fix than the broader model or MoE changes.", "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." + "reason": "Different underlying problems and code paths: #46741 fixes Mamba2 mixer chunked-prefill/speculative decoding in specific model implementations, while #46748 fixes cache prefetch/offload device mismatch in 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." + "reason": "These address unrelated subsystems: #46743 changes grouped_mm CPU fallback logic in MoE, while #46748 changes cache prefetching for hybrid-model offloaded caches." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 87117dce5e23b0410c115435a57ed738f2886d87..5c36507843979d9c0634667f25aa22d358b6cff0 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260619t000023z", + "analysis_id": "hybrid-model-20260619t060024z", "archived_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" + "hybrid": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-19T00:10:57Z", + "published_at": "2026-06-19T06:10:39Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260619T000023Z", + "snapshot_id": "20260619T060024Z", "variant": "hybrid" } diff --git a/snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.json b/snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..8f311fbbb473bde3eeb12fc426402800529c9ac2 --- /dev/null +++ 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unpacking embeddings in SFT is not the same as resuming from a local model with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are placement/shape-style forward failures, but one is a mask/tensor shape mismatch and the other is a Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError/shape-related, but the concrete bug locations and failure modes differ (zero-sized index during ZeRO-3 init versus mask shape mismatch)." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/loading problems with no clear shared code-path." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both involve index/shape errors, but they are not the same concrete bug or model path." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal input bug: mask/tensor mismatch versus video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems: generic tensor-shape error versus GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training with local remote-code models is unrelated to an official example being broken." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Different model/runtime issues with no shared concrete failure." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 index error and resume-training failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different model families and errors: BarkProcessor preset handling versus ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both touch DeepSpeed, but one is a collective mismatch and the other is a zero-sized index error; different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3 index-out-of-bounds failure during Bert model initialization/loading." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs in different GPT-OSS paths; one is Liger kernel cross-entropy invocation, the other is tensor-parallel support." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model behaviors: detokenization bug versus LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issues; NVFP4 execution error is not the same as LoRA weight merge inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class import failure are different code paths." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the concrete failures are different and not mergeable as one fix." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing recomputation mismatch is a different bug from the mask/tensor shape mismatch in 44805." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding bug family around inv_freq/device materialization and offload support." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero-3 Bert index error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation-checkpointing tensor recomputation mismatch versus custom trainer signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode; no shared underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime bugs: dtype mismatch versus invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures; NVFP4 execution error is not the same as GPT-OSS AMD GPU support." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both are Gemma/Qwen multimodal issues, but one is reverse-embedding cost and the other is video feature/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model families and failures: Gemma3 vLLM attribute error versus Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 bugs: device mismatch in forward versus expensive reverse embedding lookup." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 incompatibility report, just phrased with slightly different specificity." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch-version incompatibility and a Qwen NVFP4 runtime error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different failures in different stacks: FSDP checkpointing mismatch versus Qwen3 device-mapping cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime bugs; autocast dtype mismatch is not tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are inference-time errors, but they are different concrete bugs with different fixes." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different models and code paths: torch dynamo tracing grouped_mm error versus image preprocessor dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model/example failures; no shared underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different failures and platforms: Mistral-3 dtype mismatch versus MoE MPS histogram op limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related failures with different trigger points and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete bugs despite both involving model inference errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different model/platform bugs; invalid method call is not the same as the MPS histogram error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/runtime failures in different models and subsystems." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: Liger kernel cross-entropy call versus Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds initialization/loading failure, just on a different model." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues caused by v5 removals, but they document different removals and are separate changes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs; autocast dtype mismatch is not the same as the MPS int histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime problems with no shared fix." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both involve runtime behavior, but one is a kernel-selection issue and the other is a dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs in different layers: checkpointing/FSDP mismatch versus import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model runtime failure versus outdated RAG examples; not the same issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger kernel behavior versus generic mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are supported by the titles/families in the data (DeepSpeed ZeRO-3 index errors, torch 2.4.1 incompatibility, and Qwen3.5 rotary-embedding/offload issues), and the rejected pairs do not overclaim shared fixes. The canonical issue choice is defensible given the broad mask/shape similarity links." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:45823|issue:46294", + "issue:43975|issue:46015", + "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:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue: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": "1c412572b2423e3934a11c0a6b7cd978a4c910865d5c873f0ad96b6ef0ee7b58", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports; the only clear duplicate-like pair is the v5 AutoTokenizer wrong-token-ID regression across model families.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report: it describes the v5 AutoTokenizer regression affecting multiple model families, subsuming the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to anchor the cluster because it captures the shared tokenizer regression theme most generally and is still open/current.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: corrupted checkpoint vs missing/unsafely loaded weights." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated root causes: torch/Transformers version incompatibility vs USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to distributed-pytorch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are zero3 IndexErrors, but the models and loading paths differ too much to call the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 auto-device-map CUDA assert are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they refer to different commands/behaviors and are not the same change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 compatibility break." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms; no shared bug path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch vs video chat-template token/feature mismatch are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is broader but not the same as the USE_DISTRIBUTED=0 specific incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer regression: wrong token IDs across model families; 45812 is a narrower instance of the broader 45920 report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Two different model-loading problems with different likely causes; both are generic checkpoint issues only at a high level." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params kwarg mismatch is unrelated to distributed-build support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to docs/examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a Qwen3-MoE sliding_window behavior issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar zero3 IndexError symptom, but different models and context; too generic to merge." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is not the same as Ovis2 checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic-field regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero3/BertModel IndexError and torch/Transformers version incompatibility are different problems." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading and PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but the concrete failures and code paths differ." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3TextConfig sliding-window attr error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch Dynamo grouped_mm failure and MPS histogram int error are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and compile-non-template-nodes error do not share the same code path." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the model families and circumstances differ enough that they are not the same underlying bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading and GGUF gpt-oss support are different feature requests/issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:45812 / issue:45920) is well-supported as the same v5 AutoTokenizer wrong-token-ID regression across model families. The remaining soft-edge rejections are conservative and appropriately avoid overclaiming duplicates from only superficial symptom overlap. No pull-request mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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": "104cabdcaa62766739393354ad5b3a6097a29a4d03d82db4acbca5a64556137b", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36260, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster with one clear duplicate-style pair: the broad input_ids/inputs_embeds validation defect and its T5-family error-report variant. The remote-code/custom-module pair is too speculative to merge as a duplicate without stronger evidence of one shared code path.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45183 is the best canonical issue because it captures a reusable, cross-model validation bug rather than a model-specific symptom, and 46463 reads like a narrower T5-family manifestation of that same input validation problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45183 is the strongest representative issue in the set: it describes a general validation defect with broader applicability than the more specific downstream error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexError failures, but the titles point to different paths: generic mask-shape mismatch vs TRL SFT unpacking for Qwen3.5 embeddings." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failure modes: grouped_mm tracing in Mixtral versus TP behavior in GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both mention dtype issues, but one is autocast on Phi-tiny-MoE and the other is a streaming chat/completions regression on Qwen3.5-0.8B." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are separate loader/runtime issues, not one shared bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bug classes entirely: init_empty_weights/_is_hf_initialized handling versus a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to the pydantic/PretrainedConfig regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Both are runtime errors, but they affect different code paths: grouped_mm tracing versus missing Float8 storage resolution." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal dtype/feature mismatches, but the affected models and concrete failures differ too much to treat as the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and a torch/transformers version incompatibility are broad but distinct problems, not the same underlying defect." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask/tensor length mismatch and the other is a zero-size tensor access during deepspeed zero3 init." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen video input regressions, but one is a v5.3.0 regression across several models while the other is a chat-template token/feature mismatch for Qwen3.5-9B." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "These are separate SigLIP2 complaints; one reports worse embeddings, the other nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about unwrapping text_config in composite multimodal configs, the other about uninitialized memory in Qwen3.5 MoE rotary embeddings." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration and remote-code config_class lookup are unrelated loader/runtime issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training failure modes on different models; no shared code-path bug is evident." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight shape errors and TRL embedding unpacking failures are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Too broad and speculative: both mention remote-code/custom-module loading, but the packet does not show a concrete shared bugfix or clearly mergeable code path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3 MoE FP8 failures and flash-attn fallback gating are different subsystems." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and tied-weights translation regression do not share a concrete code path." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight handling are distinct bug categories." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "The DSA indexer discussion and the v5 docs command removal are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to translation-model tied weights." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and outdated docs are not the same issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different code paths." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "46463 looks like a specific T5-family instance of the broader input_ids/inputs_embeds validation problem in 45183, so one PR could plausibly cover both." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms, so they should not be merged." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder v1 detokenization and Qwen-3 NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "These involve different model/runtime failures with no shared underlying code path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45632 vs issue:45698 is only a broad remote-code/custom-module similarity, and the packet does not show a concrete shared bugfix or clearly mergeable PR path. The 45183/46463 acceptance looks solid, but the remote-code pair should stay conservative unless there is stronger evidence of the same underlying defect." + }, + "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": 4, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "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": "f784fd092593a4e3311eb6637a26d354772f5a3ed0a5821ad52312d51b9b95e8", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "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": "There are two main duplicate clusters here: a non-persistent-buffer regression in Transformers 5.x (43950/43644/44534/45902) and a SigLIP2 implementation discrepancy (43054/43493). Most other pairs are different bugs in the same subsystem but not the same underlying issue.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43950 is the best umbrella report for the non-persistent-buffer regression: it states the root symptom clearly, scopes it to Transformers 5.x, and matches the duplicate reports that describe the same corruption/fill-with-junk behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the clearest and most central issue in the largest duplicate cluster, with a title that captures the underlying bug rather than one narrow manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report Transformers 5.x corrupting/filling non-persistent buffers with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a model quality/embedding regression; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression about non-persistent buffers being filled/corrupted in Transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: a custom loss API change vs a DeepSpeed ZeRO-3 loading IndexError." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/storage-related, but they are distinct failures with different offending types and code paths." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failure modes; one is autocast dtype mismatch, the other is a FlashAttention/position_ids crash." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model wrong-token-ID regression." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated issues: checkpoint corruption vs noisy load-time messages." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 text-embedding quality issue vs a general tokenization-version regression; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 symptoms, but one is zero probabilities and the other is degraded text embeddings; too vague to merge as the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer initialization bug; 45902 is a specific manifestation after meta->to_empty materialization." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading problems with different models and different errors." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is FlashAttention illegal access from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy: one reports worse text embeddings, the other cites divergence from the original JAX implementation." + }, + { + "left": "issue:43856", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated: Qwen3 MoE memory usage vs SigLIP2 implementation mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different load failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading-noise report vs a specific model load failure; not the same concrete issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 import_utils KeyError; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "General load-time noise vs a specific inability to load a model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Different training behaviors: a DeepSpeed weight shape runtime error vs early-stopping metric resolution." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue vs Qwen3 MoE memory usage; different problems." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code, but one is missing fields in AutoConfig output while the other is a broader breakage across remote-code models." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config failures: Gemma3 ZeRO-3 loading IndexError vs Qwen3 MoE FP8 failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn2 fallback logic; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a model class vs a bitsandbytes Int8Params constructor incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime issues; MPS histogram support is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different errors." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different load failures affecting different models." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression vs Gemma4 device mismatch; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn2 fallback gating; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs remote-code model breakage; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions vs a tie_word_embeddings warning; not the same underlying problem." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime mismatch failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the accepted soft edges are conservative and supported by the titles. The two cluster calls (non-persistent buffers and SigLIP2 discrepancy) look plausible, and the chosen canonical issue is a reasonable umbrella 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": 5, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "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": "4d07ac6f560c97e856b7e34853fe58057708b182853169b3067d8cf8bbe45039", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36629, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster containing several unrelated issue families. The only strong duplicate pairs are: docs about removed v5 pipeline tasks, the `_is_hf_initialized`/Int8Params constructor-arg incompatibility, the generic mask-shape IndexError, a Qwen3 DeepSpeed ZeRO-3 weight-loading failure, and a Qwen3-VL video-input regression.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43872 is the clearest concrete bug report in the cluster and has a near-identical duplicate in 44291 about the same `_is_hf_initialized` constructor-arg failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the best representative issue because it captures a specific, reproducible runtime incompatibility and directly matches one accepted duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version-regression/tokenizer complaints, but they involve different models and different failure modes (remote_code loading vs tokenizer codec handling)." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer subsystem, but different APIs and symptoms: convert_ids_to_tokens vs convert_tokens_to_ids performance regressions." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks for summarization/translation; same underlying docs cleanup." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization regressions, but one is ByteLevel-to-Metaspace overriding and the other is a DeepSeek-Coder v1 tokenizer correctness gap; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different problems: lm_head weight tying in a model class vs corruption of non-persistent buffers during from_pretrained()." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch model loading, but one is from_config text_config unwrapping and the other is remote-code config_class lookup failure; distinct code paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` argument incompatibility surfacing in Int8Params/init_empty_weights loading paths." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different issues: FineGrainedFP8Config failure vs bitsandbytes/_is_hf_initialized incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model-runtime failure is too broad to match a specific _torch_extract_fbank_features() bug with confidence." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS; different bugs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but on different models and with different root causes; not the same defect." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; likely the same loader bug across close variants." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; no shared code-path evidence." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same Qwen video-input regression in v5.3.0, with 44560 looking like a concrete manifestation of the broader video bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading problems on different models; one is an error-message issue, the other is a load failure." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion from Qwen3.5 position_ids/SDPA fallback is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask-vs-tensor shape mismatch IndexError; these look like duplicate reports of the same failure." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training DeepSpeed weight-dimension error and segmentation-map preprocessing failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and different loading bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error and torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF support issues with no shared concrete code path." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern rotary/position-related internals, but one is incorrect scaling of still-image position_ids and the other is uninitialized inv_freq after materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 shared_kv_states logic and device_map auto device mismatch are different forward-pass bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well-grounded in the packet and stays conservative. The accepted soft-edge pairs are supported by closely matching titles/symptoms, while the rejected pairs avoid over-claiming duplicates across different models or code paths. No pull-request mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:44560|issue:44805", + "issue:44661|issue:45823", + "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": "b9b6ffbc54c6d987115a030ba70b71031e094fbb538f5ff5d62ede045edb8ac8", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37775, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a broad cluster of mostly unrelated Transformers regressions. Only a couple of pairs look like true duplicates; the clearest duplicate is the non-persistent-buffer regression, and the SigLIP2 output-corruption pair also looks like the same underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest exact duplicate target: it has the same non-persistent-buffer regression as 44534 and is specific enough to serve as the anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best overall issue to anchor this cluster because it is the most precise, clearly duplicated bug report among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Zero3/BertModel index error vs a torch version incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss support vs missing Float8 storage type during loading." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and code paths: image preprocessor dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both involve audio/sequence behavior, but the symptoms and model paths are different enough to treat as separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class is not the same bug as meta-device loading failures." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and long OCR index error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: Qwen3Moe FP8 failure vs meta-device loading breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Completely different issues: video StopIteration vs an MPS histogram kernel error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Related theme, but not clearly the same underlying bug; one is notebook-specific while the other is a broader custom-model init report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in Qwen3.5/Qwen3-vl workflows; no clear shared code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile crashes on different models and mechanisms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch-version incompatibility reports, but on opposite version ranges and different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different tasks: running 3d_parallel.py vs GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same root cause." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-mismatch during Gemma4 forward is unrelated to a generic torch version incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptom and likely different bug: video StopIteration vs mask shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer mapping expansion failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same broken inference behavior on siglip2-base-patch16-224; these look like the same underlying output-corruption bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but they target different model configs and likely different fixes." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel init failure is unrelated to add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: Zero3 with BertModel vs tokenizer-mapping failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading bug is unrelated to disabling mmap for Strix Halo OOM." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and mask shape mismatch are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3_moe LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: non-persistent buffers are being filled with junk in Transformers 5.0.0." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The docs-example issue is broader and includes multiple errors; it is not clearly the same root bug as the zero-probabilities report." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Qwen3Moe FP8 failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 configuration failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA cross-version incompatibility is unrelated to resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Very similar loading failures, but the reports are for different model checkpoints and the root cause is not clear enough to merge confidently." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is a broad model report, while the other is a Qwen3.5 flash-attention generation bug; different issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is silent dtype loss when loading checkpoints and the other is stale config.dtype after from_config; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The non-persistent-buffer pair is clearly supported, and the SigLIP2 pair is a reasonable same-bug call from the titles. The rejected pairs are generally conservative and do not overclaim duplication from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue: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:43873|issue:44387", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859" + ], + "prepared_review_unit_hash": "40e290c426cc0689d642e5ad1283d5dd943a1fbdf2fbcca43bfc7bfa3bc43728", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35910, + "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 heterogeneous set of unrelated Transformers bugs, but there is one clear duplicate pair around `resize_token_embeddings` not propagating to model-specific embeddings. I accepted only that pair; the rest look like separate issues.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the broader and more representative thread in the accepted duplicate pair: it describes the same `resize_token_embeddings` propagation failure and covers the general Gemma4 case, while 45335 is a narrower T5Gemma manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue in this cluster because it captures the shared embedding-resize bug more generally and is the natural target for deduping the closely related T5Gemma report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different concrete bugs: one is DeepSpeed weight loading for `language_model`, the other is incorrect visual-encoder keys in `save_pretrained`." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failure modes; no evidence they are the same underlying bug or fix." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk buffers and the other is Jupyter/custom-model initialization; distinct code paths." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading specific tokenizer/model repos, but they point to different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory usage, the other is quantization/offloading behavior; too different to treat as duplicates." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is MoE training efficiency and the other is int4 reserved-memory regression; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and loading scenarios; no shared concrete failure path." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a documentation example with model/processor mismatch and quantization failure while the other is incorrect outputs in AutoModel/pipeline." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading errors; not the same underlying issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility on hf5.x is unrelated to `resize_token_embeddings` not updating output embeddings." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume/max_steps logic is unrelated to optimizer arguments being ignored." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and distinct bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading concerns are unrelated to quantized save/load corruption in sinq." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch model serialization/loading, but one is `extra_state` handling and the other is `init_empty_weights` with an unexpected argument; different fixes." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different mechanisms." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and distinct crashes; not the same code-path problem." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` propagation bug: both report that resizing does not update downstream embedding/output modules in related Gemma/T5Gemma models." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a CUDA illegal-memory-access bug and the other is an AttributeError on `s_aux=None`; separate failures." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/vocab issues, but on different models and with different symptoms." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch compatibility and `torch.device(\"meta\")` loading are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are different model implementations and there is no evidence of one shared duplicate bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization is common to both, but one is offloading behavior and the other is reserved-memory/OOM regression; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different model families and bug types." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated model/runtime bugs: Qwen3 device-mapping assert vs AudioFlamingo3 track leakage." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model issues: per-layer KV state rebuild in Gemma-4 training vs `text_config` unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/runtime problems with no shared underlying code path." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing `GenerationMixin` and Whisper pipeline `return_language` are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different architectures and failure modes; no duplicate evidence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted 45276/45335 pair is well-supported by near-identical `resize_token_embeddings` propagation symptoms and looks mergeable into one fix. The other soft-edge rejections do not overclaim duplication and are appropriately cautious." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:42796|issue:46326", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "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": "21918bc8ab6d95ab55eaa8671fefcb5b01d25027fed0ff18a6989e2e54cf0a6f", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37890, + "estimated_input_tokens": 9473, + "estimated_eval_tokens": 19202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers regressions and compatibility reports. The soft-similarity links are largely false positives: they share broad themes like model loading, tokenization, or dtype/runtime issues, but the concrete failures differ. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43611 is the broadest representative of the custom-model loading regression family in this cluster; several nearby reports touch model initialization/loading, but they describe different breakages rather than the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it captures the most general and recurring failure mode here (Transformers 5.x breaking custom model loading), even though the cluster as a whole should not be merged into one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading regressions, but one is Qwen-3-8B-NVFP4 failure and the other is MXFP4 fallback behavior on git-oss-20b; different models and failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is int4 CUDA reserved-memory/OOM under Transformers 5.x; the other is mmap OOM on Strix Halo. Same symptom class, different root cause." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading incompatibility is distinct from Strix Halo mmap-related OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Single-layer SwitchTransformers config bug is unrelated to Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leak is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffectiveness is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to the broken official Nemotron example." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "These are closely related resize_token_embeddings regressions, but one is Gemma4-specific and the other is a broader output_embeddings issue; not clearly the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram Int support in MoE is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to strict-config loading of granite_speech." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to the RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Broken unit-test model loading for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash attention crash on s_aux=None is a different code path than Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation during save_pretrained is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling bug is unrelated to continue_final_message behavior on mistral_common tokenizers." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype mismatch reports, but one is torch.autocast on Phi-tiny-MoE and the other is meta-device loading on different models; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings propagation, but one targets output_embeddings generally and the other is decoder.embed_tokens in t5gemma; not enough evidence they are the same defect." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume/max_steps miscalculation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Token IDs outside vocab_size for rmihaylov/bert-base-bg is unrelated to loading vesteinn/ScandiBERT." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is separate from save/from_pretrained extra_state handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility is a general version issue, while the other is a specific autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite tokenizer ID regression is unrelated to slow convert_tokens_to_ids performance regression." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenizer version-dependent tokenization changes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom-model loading, but one is base_model_prefix loading regression and the other is notebook-defined model initialization; different failure modes." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language bug is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to compile non template nodes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 device_map mismatch are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version compatibility is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to template-node compilation error." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression is unrelated to an index/mask shape mismatch error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:44265|issue:44898", + "issue:44671|issue:44991", + "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:46285|issue:46402", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44451|issue:44987" + ], + "prepared_review_unit_hash": "796aec3d78326e847de37da7ab4043d961a92dba44e653d8b88e407947e86719", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37108, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate regression reports spanning tokenizer loading, model loading, quantization, compile/export, and doc issues. I don\u2019t see any soft pair that clearly shares the same underlying bug/change, so I rejected all candidate duplicates. No pull requests are present in this cluster.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression here and the most plausible umbrella representative for the small tokenizer-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best single representative because it is generic, user-facing, and closest to the common loading-regression theme across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different failures: isolated repro of an older issue vs a Qwen3.5 cache/group-type crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline-task deprecations and should stay separate." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility is unrelated to the TRL/Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model/pipeline output quality bug vs ModelOutput key assignment bug; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check issue is distinct from Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM behavior regression and tokenizer-loading failure for a different model are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Different tokenizer-loading problems affecting different models and error surfaces." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and composite config unwrapping are separate loading issues." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model persistence bug vs mistral_common continue_final_message behavior; not the same underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a broad v5 loading regression and the other is a specific checkpoint shape mismatch." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated tokenizer/pipeline reproducer versus mistral_common chat-template behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading failures, but they hit different tokenizer stacks and model families." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to flex_attention compilation on torch >=2.9." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and video-input regression are separate bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer loading failures with no shared concrete code-path." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different repositories and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and junk-filled non-persistent buffers are unrelated regressions." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is generic tokenizer.json selection and the other is a specific DeepSeek-Coder output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to template-node compilation failure." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3MoE FineGrainedFP8Config failure are not the same issue." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP model structure inconsistency and Sam3Model text-encoder loading are different model-specific regressions." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but they affect different architectures and code paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES generator failure is unrelated to flex_attention compile support." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss and Qwen3.5 linear_attention cache crash are separate problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both are compile/tracing-related, but the concrete failure modes and affected code differ." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen model families and different failures: FP8 config handling vs cache group-type crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model repositories with distinct loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:44206|issue:44220", + "issue:44811|issue:45584", + "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:42915|issue:44291", + "issue:43994|issue:44610", + "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": "d2b9e390d68439332b60ddd0982b3a40f24a26ce84ee966a79a6c01f947713df", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37691, + "estimated_input_tokens": 9423, + "estimated_eval_tokens": 19102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of separate Transformers bug reports across different subsystems and models. The one tempting v5 pair, 43644/43646, is better treated as a related regression family than a confirmed duplicate. No soft pairs are accepted.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest representative of the custom-model-initialization v5 regression subgroup, but it should not be treated as the confirmed duplicate of issue:43644.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative of the custom-model-initialization regression theme, though the evidence is not strong enough to merge it with issue:43644.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different failures in different areas: allocator warmup TypeError vs `_is_hf_initialized` flag break." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model vs tokenizer backend/post-processor update bug; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but the packet does not show the same failing code path; 43644 is about non-persistent buffers and 43646 about custom model initialization, so this is only a related regression, not a duplicate." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated issues: token-count bookkeeping vs multi-image iterable dataset failure." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a specific unsupported-arg regression and the other is a generic helper issue without evidence of the same root cause." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper and special tokens, but the symptoms and code paths differ." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend-mapping problems with different backends; not the same defect." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` vs a model-loading failure for a specific model; different root causes." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image failure is unrelated to `continue_final_message` handling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization break in notebooks; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-loading related, but one is a broad `from_pretrained` break and the other is a model-specific loading failure; not enough to merge." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs invalid method call in GraniteMoEHybrid; different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantization failure vs GGUF model loading failure; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different tokenizer/model paths." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs MIMI encoder padding-mask mismatch; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters vs tokenizer `continue_final_message` behavior; different issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure vs template-node compilation failure; unrelated regressions." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute vs tokenizer loading failure for a different model." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise vs Mistral regex patch crash; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to StaticCache seq-length typing." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is custom-model initialization and the other is non-persistent buffer serialization; different defects." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init break vs non-persistent buffer junk; not the same code-path problem." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Un-tied lm_head weights in one model vs device-dependent serialization inconsistency in another." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different bugs: hidden-states output issue vs RoPE index scaling issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Batched-vs-single mismatch from missing padding-mask support vs DAC forward/from_latents mismatch; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure vs unexpected `_is_hf_initialized` init argument; different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model issues: nonsensical outputs vs wrong processor input size." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs Mistral regex patch crash; no shared concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model-loading regression vs tokenizer regex patch crash; not the same issue." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping/eval-metric behavior is unrelated to token-count tracking." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict vs MobileLLM loading key error; different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure vs float8 storage lookup error; distinct failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache sequence-length return type; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for the one accepted soft pair. In the packet, issue:43644 (\u201cnon-persistent buffers with junk\u201d) and issue:43646 (\u201ccustom model initialization\u201d) are both v5 regressions, but there isn\u2019t enough direct evidence here to call 43644 just a symptom of 43646 or to make 43646 the canonical duplicate representative. The conservative call would be to keep that pair unaccepted or phrase it as a likely related regression, not a confirmed same-bug match." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "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:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43632|issue:44534", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43531|issue:44291" + ], + "prepared_review_unit_hash": "91d2dfd2a19d2cd525c62a4c866908250817c62ff5684fe9886d47eb67247305", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs mostly span unrelated bugs across tokenization, model loading, multimodal preprocessing, and runtime compatibility; none look like the same underlying defect, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44987 is the broadest generic v5 loading-regression report in the set, but the overall cluster is still too mixed to treat it as a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: AddedToken keyword-argument conflict vs a transformers>=5.1.0 model-loading regression." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export + torch_compilable_check is a graph-export issue; OmDet-Turbo is a processor/model input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are vision-model load/processing problems, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression in several Qwen models vs a rope-index scaling bug for still-image temporal positions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint content and the other is wrong visual-encoder key saving." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "sliding_window behavior in Qwen3-MoE is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute-name conflict is unrelated to Qwen3 auto device mapping triggering cudaErrorAssert." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is model-specific loading failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version support issue; unnecessary loading noise is a separate UX/logging problem." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to Qwen3-MoE sliding_window semantics." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch versions." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is a model-init incompatibility; non-persistent buffer junk is a different state-loading bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as still-image temporal-position scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite tokenizer wrong IDs and CodeLlama space-stripping are both tokenizer regressions, but they affect different code paths and models." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag handling is a transformers v5 init issue; mmap OOM on Strix Halo is a platform-specific memory policy bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise/logging regression is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing eval-mode incompatibility is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are different subsystems and failures." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is unrelated to Float8 storage lookup." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are distinct training scenarios and bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states reconstruction." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss is a model/eval issue, while Whisper batch_decode ignores skip_special_tokens in preprocessing output." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker regression is unrelated to a DeepSeek-R1-Distill-Llama accuracy regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config missing pad_token_id are separate model/config compatibility issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same bug as multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both involve transformers v5 internals, but one is initialization-flag handling and the other is buffer contents on load." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length handling are unrelated tokenization/loading behaviors." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to AppleSilicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unexpected _is_hf_initialized init argument are different regression types." + } + ] + }, + "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": 12, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43296|issue:45800", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "d18a4ed78c143add657c21694df90bbe66863b692e8f5ffa9fe6160627ff2236", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but it loosely centers on Transformers v5 regressions. Most pairs are only thematically similar, not true duplicates. The only strong duplicate-like pair is the SigLIP2 regression pair.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the shared v5 model-initialization/loading regression theme; it covers the most general symptom, while nearby reports are narrower or about different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best anchor for the dominant subcluster because its title is broad enough to subsume several v5 init/load breakages, whereas the others are more specific manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention model efficiency/loading, but one is quantized offload/device-map failure and the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow-related packaging/backend setup, but one is a missing TF backend in the torch extra and the other is a tensorboard-without-TF runtime error." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "One is about runtime updates to special tokens/post-processing; the other is a specific BOS/EOS insertion regression in a particular tokenizer." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization in v5." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect classification training, but the concrete failures differ: flash_attention_3 instability vs zero-loss behavior for num_labels=1." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: Qwen3 device-map cuda assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json in AutoTokenizer and the other is wrong Granite token IDs; not enough evidence of the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower/weights issue vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: Video-LLaVA architecture problem vs Qwen3.5 save_pretrained key serialization bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix handling and the other is custom model initialization; not clearly the same bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but they affect different models and different mechanisms (missing padding mask vs sliding-window all-padding NaNs)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is a packaging/backend dependency issue; the other is a model load failure in vLLM with Transformers." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key bookkeeping." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated: torch.export/torch_compilable_check failure vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes and models: Whisper runtime failure vs meta-device loading breakage in v5." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video vision_position_ids; related but not clearly the same underlying bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is a missing lm_head weight tie causing bad generation; the other is inconsistent lm_head serialization depending on device." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch: one compares HF vs JAX behavior, the other reports the downstream bad outputs from that mismatch." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL vision inputs, but one is finetuning with multiple images per prompt and the other is a video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL positional indexing vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and causes: Qwen3MoE FP8 config failure vs GGUF loading failure in Transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different issues: unexpected _is_hf_initialized arg in init_empty_weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag handling vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Different categories: quantization/offloading behavior vs tokenizer behavior changing across versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are separate bugs." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different compatibility problems: PaddleOCR-VL load failure in vLLM vs torch 2.4.1/Transformers 5.8 incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: Qwen video-input regression vs Gemma4 device-map forward mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it accurately characterizes the cluster as heterogeneous with a broad Transformers v5 init/loading subtheme, and it keeps the duplicate claims conservative. The one accepted soft-edge pair (SigLIP2) is plausible from the titles, while the rejected pairs are cautiously distinguished." + }, + "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": 13, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "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:43881|issue:44991", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "581021475c7877b002934e64d07c81f40489e2f40ae6a3d4eb0a5956fddaf6a3", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36834, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: these are mostly unrelated bugs across audio, tokenization, quantization, loading, training, and multimodal processors. I would not merge any of the suggested pairs.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45920 is the strongest representative issue here: it is an open, cross-model tokenizer regression with multiple inbound references and clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best standalone issue to keep as the cluster representative because it is broad, active, and well-scoped compared with the other unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failures: Bark CPU offload device mismatch vs torch.export/torch_compilable_check export errors." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss vs Whisper empty-transcription generation failure; unrelated models/code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug vs Qwen3 auto device-map CUDA assert; not the same underlying issue." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v load failure vs sleng-bert tokenizer load failure; different model families and causes." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset issue is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVision is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark offload device mismatch is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors for SigLIP2 vs Qwen2.5-VL training with iterable datasets; different problem classes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device issues, but they are different models and different code paths (Qwen3 auto-map assert vs Gemma4 PLE forward mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to torch.export failures on torch_compilable_check models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask discrepancy is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding-window off-by-one is unrelated to tokenizer convert_tokens_to_ids slowness." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a missing supports_gradient_checkpointing flag in Nemotron trust_remote_code." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific add_special_tokens BOS/EOS regression is not the same bug as multi-model wrong token IDs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying problem is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are both about offloading/quantization in a broad sense, but the concrete failures differ: dequantized model loading vs quantized offloading behavior." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying bug in AyaVision is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder padding-mask bug is unrelated to Perceiver non-default-resolution image classification failure." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Broken FSDP CPU RAM-efficient loading is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to failing to unwrap text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failures: Qwen3 CUDA assert vs Llava Next segmentation fault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v loading failure is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM from CUDA reserved memory 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": 14, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "8998ee4e619138e58a63de166dafd78b99d3ed5c4a5f883d27bf4587bcbd07f2", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab-bag of unrelated Transformers issues (trainer regressions, model-loading bugs, tokenizer/processor problems, multimodal serving crashes, quantization/offload issues). None of the soft-edge pairs look like the same underlying bug or change, so no duplicates should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43708 is the strongest single issue in the set to anchor on: it has a precise regression description, a concrete affected path (`resume_from_checkpoint` / `max_steps`), and a clear reproduction scenario. That said, the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43708 is the most actionable and well-scoped report among these unrelated issues, with the clearest failure mode and likely fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: auto device-map CUDA assert vs flash-attention generation bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Different code paths: trainer `compute_loss` API mismatch vs Qwen3-MoE fine-grained FP8 failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization, but one is lm_head tying/serialization and the other is wrong visual encoder keys; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated loading regressions: strict config handling vs tokenizer loading for a specific model." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape bug is unrelated to a tokenizer/version-dependent tokenization change." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model/dataset is not the same as version-dependent tokenization behavior." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different issues: dummy Conv2d vs missing text encoder weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different runtime failures in different training setups; no shared concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap OOM avoidance are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash and dtype mismatch are unrelated failure modes." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch iterator failure is separate from early-stopping metric detection." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile SDPA issue; the other is packed-weight loading during accelerate\u2014different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and trainer max_steps computation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 is unrelated to incorrect visual encoder key serialization." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different runtime symptoms; no evidence of same root cause." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom-model usage, but one is init breakage in v5 and the other is inconsistent `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as broader tokenization changes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is tokenizer crashes on NER/batching and the other is image size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different quantization/offload failures with different load paths and models." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch and Perceiver non-default resolution failure are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError on GenerationMixin is unrelated to a 3d_parallel launch problem." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serving crashes, but the failing objects and root causes differ (multimodal batching vs missing processor tokenizer attr)." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are unrelated save/load issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing `pad_token_idx` in StableLmConfig." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are not the same problem." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model failure is unrelated to a pipelines import dependency/version error." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API mismatch and Qwen3 auto device-map assert are different failures." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but on different tokenizers/models and different triggers; 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": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "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:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44625|issue:45479", + "issue:44077|issue:44625", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "f02c73930ba064a3b8e66e980a080c6805dd095b728b9c33d08778ea89b4d5b3", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly broad but unrelated regression reports across tokenizers, multimodal processors, config serialization, offloading/quantization, and serving. The soft pairs are title-similar only and do not look like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate stands out in this cluster; issue 44534 is the broadest cross-cutting regression and the best anchor because it describes a general Transformers v5 buffer-state bug rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the most suitable global anchor: concrete, broadly phrased, and representative of a core runtime regression, whereas the others are narrower or clearly different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: BEiT fast image label reduction vs GLM-4V model loading; no shared code-path." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "One is a Gemma config API mismatch, the other a GPTNeoX rotary_pct reload bug; related to configs but not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading problems, but for different models and symptoms (FineGrainedFP8Config vs Llava Next segfault)." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP MacOS bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation map handling vs BarkProcessor voice_preset behavior; separate components." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading bug vs T5 apex RMSNorm memory leak; distinct code paths." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba SDPA/torch.compile issue is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is not the same as tokenization changes across versions." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is different from the T5 add_special_tokens load-time conflict." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is a Bark CPU-offload device mismatch and the other is packed-weight unpacking for BitNet." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a concrete runtime bug; from_pretrained-in-class inconsistency is a different API behavior issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and multimodal text_config unwrapping are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to multimodal token counting in the video branch." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Mask2Former last-batch label dropping and SAM3 text/box behavior are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4 serve crash from missing _tokenizer is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counting bug and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset handling does not match Qwen3 auto device-mapping CUDA failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Saving wrong visual encoder keys and not loading Sam3 text encoder weights are different load/save regressions." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as missing Float8 storage objects." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "A specific model load failure for ScandiBERT is different from tokenizer loading failure for est-roberta." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "from_config text_config unwrapping and CPU-offload rotary embedding compatibility are different Qwen3.5 issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 configs is not the same as degenerate zero-loss classification behavior." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Filled non-persistent buffers and from_pretrained inside Python classes are different bug classes." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "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:44220", + "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:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:45704|issue:45923", + "issue:43531|issue:43645", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220" + ], + "prepared_review_unit_hash": "2147ff213331948b7b8830a2f1bcbee6c608d5f3d2e24292d1bb549bdf9268e5", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37065, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all pairs are only loosely related by broad themes like tokenizers, loading, or multimodal processors. The only clear duplicate is the two identical Qwen2_5_VLProcessor padding=False reports.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the same bug as issue:44514 and has slightly more discussion/inbound signal, so it is the better canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue anchor because it is an exact duplicate of issue:44514 and has slightly more discussion/inbound signal than its twin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/load-related, but the concrete failures differ: AddedToken keyword handling vs loading a specific model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver resolution handling versus bfloat16 dtype mismatches." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model loading failure, the other is an image-processor dependency regression; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing prohibition and ZeRO-3 gradient blowup are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but they are different model/processor mismatches with different expected sizes and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA asserts and T5 RMSNorm memory leaks are unrelated code paths." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading and sinq save/load quantization corruption do not look like the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing updates and DiaConfig token-ID persistence are different issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 embeddings in TRL SFT and trainer.evaluate() failing after train() are not the same failure." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but 44843 is a specific Mistral-regex root cause while 42886 is broader and not clearly the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite multimodal config unwrapping and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same crash in Qwen2_5_VLProcessor.apply_chat_template with padding=False." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness and a T5 error-message issue are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs example issues and quantization/offloading behavior are different problems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization offloading behavior do not match." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness reports, but for different models and likely different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are related thematically but not the same concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor void segmentation handling and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL failures: weight_only loading vs incorrect vision_position_ids in video input." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a tokenizer crash and the other is a codec/regression warning issue; not clearly the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regression is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent conversion mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features are different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for issue:44514/issue:44545 is well-grounded, and choosing issue:44545 as the canonical anchor is reasonable because it has slightly more discussion/inbound signal. However, the best_issue_reason overstates the evidence by calling 44545 \"the richest context in the cluster\"; several other issues in the packet have clearly higher discussion/inbound activity. The rest of the soft-edge rejections look 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": 17, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "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:43322|issue:45685", + "issue:34634|issue:36010", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "069859e623af41b7b18689e1693e3ef21c25c3b5fe682d56634439f9eeabffbb", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different models, tokenizers, loading paths, and runtime regressions. The soft pairs mostly share only broad subsystem vocabulary (e.g. v5 regressions, tokenizer/loading, Qwen, vision) rather than the same concrete underlying defect.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main recurring theme: v5 compatibility/regression breakage around model loading. It is still only a loose fit, but it is the closest \u201cumbrella\u201d issue among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to anchor the cluster because it is generic, central, and captures the widest compatibility failure pattern without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: torch.compile+SDPA on Bamba vs dtype mismatches in bfloat16 on SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated model/runtime compile issue vs DiaConfig token ID persistence bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video-related behavior, but one is sliding_window/MoE and the other is chat-template video token alignment; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict is unrelated to loading a specific tokenizer model." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is distinct from FA2 long-context performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output-related, but on different models and different code paths; not a single duplicate defect." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading behavior, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs add-new-model-like failure inside tokenizer mapping; different subsystems and failures." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer NER/padding crash and Perceiver image-classification resolution failure are different model families and bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation map handling is unrelated to CustomTrainer.compute_loss kwargs regression." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model/runtime bug vs DAC forward/from_latents mismatch; no shared code-path." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing differs from Gemma3n audio_mel_mask variable collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same broad _patch_mistral_regex area, but one is offline model_info access and the other is missing backend_tokenizer; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation mistakes are unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 prediction differences, but on different models and likely different regressions." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are different v5 regressions without the same defect." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram error in moe are unrelated runtime failures." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription handling is unrelated to Kosmos2.5 OCR indexing on long inputs." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:28218|issue:29159", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "c476fd1b2833047cdcebbf9a3f40d9a8d8e5b3f4d453ab2dee95f4ba2deb4d7b", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous bug reports with no PRs; nearly all soft pairs are false positives across unrelated subsystems. The only plausible duplicate is the tokenizer added-token spacing/inconsistency pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:29159 is the broader tokenizer inconsistency report and best captures the shared added-token spacing symptom from issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best issue anchor because it is the most general and likely to subsume the duplicate tokenizer behavior report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: device mismatch during CPU offload vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated bugs: input validation error messaging vs degenerate classification loss." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model issues and different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems: metrics gathering drops labels vs Mamba cache correctness." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are video/vision regressions, but the models and likely code paths are different." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different areas: buffer loading corruption vs cache length return type." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to stale config dtype after from_config." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/doc issue, the other is a model inference regression." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and kernels import/version requirement are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and different dtype/architecture problems." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template mismatch vs T5 decoder-input validation error." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different regressions: weight_only loading error vs flash-attention generation problem." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/v5 breakage, but the titles do not point to the same concrete underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatches." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to dtype inference issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both are migration fallout around pipeline removals, but one is runtime messaging and the other is docs cleanup." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading paths and different exceptions." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer behavior regression: extra spacing after an added token / slow-fast tokenizer inconsistency." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization and from_pretrained-in-classes are different behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated dtype-loading bug vs allocator warmup TypeError." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache length return-type bug is unrelated to return_tensors being ignored." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization changes may be involved, but one is a CamemBERT prediction regression and the other is a broad version-change complaint." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging and tokenizer regex patching are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer compute_loss signature breakage." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: the tokenizer pair is the only clearly plausible duplicate, and the other soft-edge rejections are phrased conservatively based on titles/subsystems without overstating linkage. No PR-pair mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 19, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:43782|issue:45325", + "issue:45081|issue:45406", + "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:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "f67792f8a5d9b1e73b50e3f8eb82e8f218db66bb2884601acaaa44c9a800a06f", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36589, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most proposed pairs are false positives across distinct models/code paths. The only clear duplicate-like pair is the Qwen3 tied-weights warning reports; the rest are too different to merge safely.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44060 is the most concrete description of the only true duplicate pair: it identifies the specific incorrect tie between `embed_tokens.weight` and `linear_attn.dt_bias`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44060 is the best representative overall because it pinpoints the root cause, while 44368 is mainly a user-facing symptom of the same warning.", + "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 structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated failures: BigBird tokenizer special-token registration vs MXFP4 quantization fallback/loading." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor geometry bugs, but they affect different models/functions and do not look like the same underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime errors in unrelated paths: Apple Silicon warmup TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent reconstruction / missing STE behavior." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision backend requirement are separate loading/runtime issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "`MobileLLM-125M` key error may be a loading regression, but it is not clearly the same concrete remote-code breakage as the broader umbrella issue." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading failure vs rope-index temporal position scaling." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve processor/tokenizer loading, but they are different attribute failures in different models/code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention `mistral_common`, but one is an import failure and the other is `continue_final_message` behavior; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime problems: Bamba torch.compile+SDPA vs git-oss MXFP4 quantization fallback." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIP tokenizer `model_max_length` handling." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": true, + "reason": "Same underlying tied-weights warning bug: 44368 reports the warning seen in practice, while 44060 identifies the incorrect cross-layer tie causing it." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT Fast label reduction bug and RTDetrV2 output mismatch are separate vision-model issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token counting bug in multimodal processors is unrelated to removed auto-mapping config references." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different multimodal/vision bugs with no shared code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but one is gguf_file support and the other is a specific model tokenizer failure; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion issue is unrelated to multimodal video token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for `GenerationMixin` and `compute_loss` signature mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: import path breakage vs Jupyter custom-model initialization failure." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an old issue and an FP8/B200 inference problem are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent conversion mismatch and DiaConfig token-ID persistence loss affect different components and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency checks." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO3/BERT index error and post-train evaluate failure are not the same code-path problem." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/dependency issues in different backends and import paths; not the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to OmDet processor input-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model path warning and Qwen3 MoE weight conversion are different loading problems." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 quantization fallback." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted 44060\u219444368 pair is plausibly the same tied-weights warning/root-cause issue, and the other rejections are appropriately cautious given only title-level evidence. No mergeability concerns 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": 20, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue: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:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43257|issue:43931", + "issue:43262|issue:44811", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:43454|issue:43577", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:29159|issue:34567", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "011e18cfd1c6b578278957e13062835da04094726843519fbd3e5c0b3959b16d", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34991, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated transformer bugs across different models, loaders, processors, and runtime features. No soft edges should be merged; this cluster looks heterogeneous rather than duplicate-heavy.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43749 is the strongest anchor if one must be chosen: it has the highest discussion/inbound activity and describes a broad, well-scoped runtime-loading failure with clear user impact. That said, the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best issue candidate overall because it is prominent, actionable, and likely to attract related reports about loading/runtime failures. It is not a perfect canonical for the whole set since the other issues are about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP zero probabilities vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config issues: missing fields from trust_remote_code AutoConfig vs AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are memory-related but distinct: int4 quantization reserved memory regression vs Sam3Video CUDA OOM." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes and models: GLM-4.7-Flash unit test load issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different causes: Qwen3 MoE weight conversion with accelerate/deepspeed vs GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen models, but one is MoE weight conversion/loading and the other is a Qwen3-VL shape mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache area, but one is lazy initialization causing recompilation and the other is max_cache_length config handling." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM key error on load." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video-token counting undefined variables vs a broader v5.3.0 video input regression across Qwen VL/35 models; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but tokenizer protobuf decode masking and Fuyu bare except are different code paths and bug classes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal token helper variables vs batched video processor shape bug; different layers of the VLM stack." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized regression is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different problem from Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to GPT-oss-20b perplexity on WikiText-2." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The generic 'ADD THE DATA' issue is not a concrete bug and is unrelated to the isolated reproduction report." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and DiffusionGemma image-text-to-text pipeline failure are different model/pipeline bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig custom token IDs not saved/loaded is unrelated to MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug are separate generation vs dtype-loading issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id and importing pipelines with kernels v0.15 are unrelated configuration/import failures." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch AutoModel import error is unrelated to Bart generate() decoder_attention_mask assignment bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency does not match TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and CLIPTokenizer model_max_length bug are different loading/tokenizer 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": 21, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "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:28282|issue:34689", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "7b30cac1445679002cb013c940ba6ce0d85b956298fcc0f2828155967bbdcc88", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer regressions, model-loading failures, video-input bugs, dtype/config issues, DeepSpeed problems, and packaging/import errors. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style tokenization regression report, so it is the closest thing to a cluster anchor, though the set is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most general and representative report in the set, with broader tokenization scope than the model-specific or environment-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (special-token insertion vs codec/warning handling)." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is missing-PyTorch import detection; the other is a model-loading breakage for a specific vision model. Different issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a missing lm_head tie in model init and the other is LoRA merge collapse after vocabulary extension. Not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the kernels import requirement/revision API change." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length are unrelated code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key corruption are different model-path bugs." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to the PEFT minimum-version packaging issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a CLIP model and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend extra-install packaging and missing Qwen2_5_VL import are different problems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError while loading a model and unexpected _is_hf_initialized during init_empty_weights are distinct loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-content validation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention regressions, but one is a video-input functional break and the other is a long-context performance regression." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "The tokenizer AddedToken TypeError may underlie a load failure, but the reports are not clearly the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is Blip2 dtype propagation in loaded models; the other is from_config leaving config.dtype stale. Related theme, different bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config and FSDP CPU RAM efficient loading are different training/loading paths." + }, + { + "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-state output bug and a broad tokenization-regression report are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping CUDA assert and video-input processing error in Qwen3OmniMoe are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 behavior for XLMRoberta and missing PyTorch import detection are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different models and symptoms (ValueError vs StopIteration)." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension RuntimeError and slow/fast tokenizer inconsistency are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging backend selection and a specific model-loading failure are not the same underlying issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading and caching_allocator_warmup on Apple Silicon are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different concrete bugs: hidden-states handling versus broad version-dependent tokenization changes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver non-default-resolution failures are different model behaviors." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but one is special-token insertion and the other is a LlamaTokenizer pre-tokenizer override regression." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and Qwen3OmniMoe video processing failure are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Reiterated: separate tokenizer regressions with different affected models and root causes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different packaging/import failures; no shared 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": 22, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:34567", + "issue:36331", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "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: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:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:44737|issue:46463", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:43452|issue:44488", + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:28282|issue:32090" + ], + "prepared_review_unit_hash": "38e3db4c0b3c525de8b292d10d52756083f253fd7aef2fa2bc7903918070f9b0", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35588, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated model/tokenizer/config bugs, so there is no strong duplicate cluster here. If a single issue must represent the group, the broad v5 tokenizer regression is the closest fit.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest and most central report in the set: it describes a multi-model tokenizer regression affecting several families and has active discussion, making it the best stand-in for this otherwise loosely related cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most representative issue because it is broad, regression-oriented, and impacts multiple downstream models rather than a single narrow code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: one is Qwen3 MoE weight conversion/loading with accelerate+deepspeed; the other is Smollm3 RoPE-layer counting. No shared code path." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different Trainer APIs: one is token-count tracking not updating, the other is a custom compute_loss signature change. Related to Trainer but not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but one is a janus generate test failure and the other is a Phi-4 multimodal load regression. Too different to merge." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related crashes, but the underlying failures differ: AddedToken duplicate kwargs versus Mistral regex patch expecting backend_tokenizer." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/runtime errors, but one is a MobileLLM key error and the other is a float8 storage lookup issue. No concrete overlap." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Both mention validation/decoder behavior, but one is XLNet rotary position CPU placement and the other is T5 decoder-input error messaging. Not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is PIL backend image processors incorrectly requiring torchvision; the other is a Mistral tokenizer regex crash. Different subsystems and fixes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both involve multimodal/image-text models, but one is a Mistral-3 dtype mismatch and the other is a DiffusionGemmaGenerationOutput pipeline failure. Not the same code-path problem." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both concern Qwen3-related internals, but one is RoPE layer selection and the other is missing registration for apply_rotary_pos_emb when use_kernels=True. Different defects." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Both are generate/loading issues, but one is Qwen3-MoE sliding_window behavior and the other is AutoImageProcessor URL loading. No duplicate evidence." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen3/Qwen3.5-ish rotary behavior, but one is RoPE layer dropping and the other is Qwen2.5-VL rope index scaling for images. Different models and logic." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion in mdeberta-v3-base and the other is CodeLlama leading-space round-trip loss. Distinct symptoms and fixes." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but one is BLIP2 model/qformer dtype staying float32 and the other is CI inference mismatches in SwitchTransformers/TimmWrapperModel. Not the same underlying bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Both are repository maintenance/config issues, but one is a PEFT version bump and the other is stale auto_mappings references breaking CI. Different concrete problems." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of an earlier issue; the other is a broken official Nemotron example. No evidence they share the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Both are model usage failures, but one is Gemma4 PLE device mismatch on forward and the other is a T5 decoder-input validation message bug. Different path and symptom." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Both are generation/training errors, but one is a DeepSpeed weight-dimension RuntimeError and the other is a Bart generate() UnboundLocalError. Not duplicates." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Both involve model state/config tracking, but one is Mistral3 lm_head weight tying and the other is TrainerState token counting. Different layers of the stack." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Both involve runtime errors in model internals, but one is XLNet CPU arange placement and the other is flash_attention sink-less s_aux handling. No same code path." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading tokenizers/models, but one is gguf_file support and the other is loading cjvt/sleng-bert. Different failure modes and likely different fixes." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a specific isolated reproduction issue; the other is a performance regression with FA2 long-context generation. Different class of problem." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config propagation/loading bugs, but one is num_labels not copied into Qwen3.5 text config and the other is strict config blocking granite_speech. Not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both concern label handling, but one is BeitImageProcessorFast reduce_labels returning only one label and the other is zero-loss classification when num_labels=1. Different behavior and layers." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is incorrect visual encoder keys in save_pretrained and the other is wrong token IDs from AutoTokenizer across many models. Not mergeable." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation, but one is a video-input ValueError in Qwen3OmniMoe and the other is a performance regression with FA2 long-context generation. Different issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config handling, but one is GPTNeoX rotary_pct not persisting and the other is JSON-loaded ignore_keys_at_rope_validation causing TypeError. Different specific bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Both are import/runtime environment errors around model use, but one is missing PyTorch import support and the other is Trainer passing NoneType into _gpu_broadcast_one. 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": 23, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:29159", + "issue:33357", + "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:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "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:46402", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "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:43688|issue:43749", + "issue:43653|issue:44361", + "issue:43525|issue:46701", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "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:43452|issue:43577", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "c44d2461a72034c009c8e9ba5f4eebb2136d1f52549dbb54eeb9c8ec7df079d0", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous: mostly distinct Transformers regressions spanning tokenizers, model loading, generation, and backend handling. No soft pair looks like a clear duplicate on the evidence given, so I would not merge any of them into the same issue cluster.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 regression report in the set, but overall the collection is too diverse for a strong single canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most umbrella-like issue title and best fits a cluster-level representative, though it is still not a true duplicate magnet for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: BitNet packed-weight loading vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is missing fields from trust_remote_code AutoConfig and the other is a model-specific strict-drop field bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the titles point to different symptoms and scopes; not enough to treat as the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated model-specific issues: Gemma 4 token type defaults vs T5 decoder input validation messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed loading crash and trainer.evaluate after train are unrelated code paths." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizers and different failures; both are loading issues but not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings across models vs sinq quantized save/load breakage are not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization and FSDP RAM-efficient loading are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but one is special-token registration and the other is an AttributeError on tasks." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config padding-field error and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions with different triggers and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "AutoTokenizer/AutoModel gguf_file breakage and mistral_regex offline model_info calls are separate loader regressions." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug and Gemma4 device mismatch during forward are different issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import dependency failure and Windows ROCm torch.distributed failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error do not share the same underlying bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend dependencies, but they are distinct missing-backend/reporting problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic v5 tokenization-space behavior change vs CodeLlama leading-space round-trip regression are not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token problems with different models and APIs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Model loading via gguf_file and Blip2 dtype handling are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around tokenizers/processors, but the affected models and failure modes differ." + }, + { + "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": "Tokenizer inconsistency and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Sam3 text-encoder weight loading are different model-specific defects." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex FusedRMSNorm memory leak 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": 24, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "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:46612", + "issue:46693" + ], + "soft_pairs": [ + "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:44734|issue:46612", + "issue:32090|issue:33666", + "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:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43643|issue:44561", + "issue:43278|issue:43688", + "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", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "3ae5f08188cb761aa9eb5d31245cbd9c552916c4d9834d9895d92339fed29867", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37418, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues across different model families and failure modes. No soft pair looks like the same underlying bug or change, so all candidate links are rejected.", + "confidence": 0.19, + "canonical_issue_reason": "If one issue must stand in for the cluster, `issue:44561` is the broadest umbrella: a v5.0 regression breaking `trust_remote_code` models. The rest are mostly model-specific loading, generation, dtype, or docs problems rather than one shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44561` is the best representative because it describes a general version-wide compatibility break affecting many remote-code models, which is closer to a cluster-level theme than the other highly specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both mention token IDs/tokens, but one is a tokenizer special-token registration bug and the other is a config persistence bug; different components and root causes." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization changes are unrelated subsystems and failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is an offline/model_info patching bug and the other is a specific model tokenizer load failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as missing `num_labels` propagation in Qwen3.5 config." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is a sliding-window attention embedding bug and the other is a classification-head init/checkout issue." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA behavior for Bamba is unrelated to an MLukeTokenizer AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Default shard size and AutoProcessor kwarg forwarding are different save/load API issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-quality regressions, but they affect different architectures and different code paths; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Loading a text model and loading an image processor from URL are different failures." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both touch generation cache logic, but one is server KV-cache continuation indexing and the other is beam-search cache reorder omission; not the same concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "A generic Trainer broadcast TypeError is not the same issue as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head serialization and broken sinq quantized save/load are both serialization-related, but they are distinct mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping causing cudaErrorAssert is unrelated to chunked generation mismatches under compiled forward." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation correctness, but one is compiled-forward chunking and the other is flash-attention behavior in Qwen3.5; different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "A legacy-field load issue in BEiT segmentation is unrelated to Bamba compile/SDPA behavior." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading and BitNet packed-weight unpacking are different load-path problems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is incorrect generation output with flash-attention; the other is a performance regression with FA2 and long context." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT pretrained loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "A dtype propagation bug in BLIP2 is not the same as an MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading behavior and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "A multi-GPU training report and a `compute_loss` signature change are different trainer issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code regressions, but one is missing config fields from `AutoConfig` and the other is an `is_torch_fx_available` removal breakage; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to lost config token IDs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and processor/tokenizer API regression are distinct processor issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as SigLIP2 implementation divergence." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading regression and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading and MLukeTokenizer attribute errors do not share a code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline error-message mismatch are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config fields, but they affect different models/config keys and are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 25, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44554|issue:46365", + "issue:44514|issue:45290", + "issue: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:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:43504|issue:43606", + "issue:43334|issue:43572" + ], + "prepared_review_unit_hash": "bfc114bd0b4c46b1c8b71795882105ac59a8e1e48cf937a284cb7a88c749407f", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36451, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated tokenizer, model-loading, training, and config regressions. No soft pair clearly shares the same underlying bug/change, so I rejected them all. If forced to pick a weak canonical issue, 45812 is the broadest tokenizer-regression anchor.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenization regression here: it is a silent v4\u2192v5 AutoTokenizer bug, affects all Granite models, and has the strongest cross-cutting impact/inbound references among the tokenizer-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global representative because it captures a general tokenizer regression rather than a model-specific one, and it is the most broadly impactful issue in the set.", + "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 Trainer import broken by datasets." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the triggers are different enough (batched padding=False vs assistant tool-call/no-content) that they do not look like the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated regressions: Qwen3.5 num_labels propagation vs Whisper empty transcription generation after token alignment." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different concrete problems: Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file path handling for AutoTokenizer/AutoModel and the other is a specific model load failure for ScandiBERT; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward is not the same as quantized model save/load breakage." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and silently ignored return_tensors are different tokenizer/processor issues with no shared code-path evidence." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same bug as gradient explosion under ZeRO-3." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient instability are distinct problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal processor/model usage, but one is a SigLIP2 doc example error set and the other is a regression in processor.tokenizer/images handling." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and FP8 inference-on-B200 bug are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to lm_head.weight serialization differences." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they affect different models and different tokenizer behaviors; not enough evidence they are the same underlying bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to DeepSeek-R1 accuracy regression after upgrade." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype mismatch and resume_from_checkpoint key mismatch are unrelated training issues." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image generation test failure and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token ID loss in DiaConfig and MLukeTokenizer AttributeError are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MOE/Qwen3VL loading, but the symptoms and code paths differ enough that they do not look like one bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError are unrelated runtime/import problems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2_5_VL import error and Float8 storage lookup failure do not share the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for cjvt/sleng-bert and HF_HUB_OFFLINE breakage in _patch_mistral_regex are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but 44568 is about add_special_tokens/BOS-EOS on one tokenizer while 45812 is a broad AutoTokenizer wrong-ID regression across Granite models; different underlying bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained preset loading and bark-small CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLm pad_token_idx missing are similar-looking config issues, but they affect different model families and are not clearly the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 26, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:43334|issue:45759", + "issue:43606|issue:44112", + "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:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:43065|issue:46369", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734" + ], + "prepared_review_unit_hash": "b28358a882847f17ddec635922746b97fdbe072d555e33dd465bc7a7da45090b", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34995, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial overlaps by subsystem or model family, not true duplicate bugs. I would reject every proposed merge; the set is heterogeneous and does not form one coherent issue cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45759 is the closest candidate because it is the broadest multimodal-config-loading report in the set, but the overall collection is too heterogeneous to treat it as a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45759 is the least narrow issue among the items, but it still only fits a small subset of the set and is not a good global representative for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Same general Qwen multimodal loading area, but one is a missing pad_token_id on Qwen3-VL and the other is from_config failing to unwrap text_config; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is a CPU offload mismatch in suno/bark-small and the other is a stale GraniteSpeech test on CI; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are transformer-init regression reports, but one is missing pad_token_idx in StableLmConfig and the other is an unexpected _is_hf_initialized argument; distinct fixes." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different failures: category-count limit error versus an accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different code paths and symptoms: unexpected position-id key versus CLIP text-model structure inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "One is a legacy-field model-loading bug; the other is tokenizer special-token registration/empty decode output." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to cache max length being honored only for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation failure and image-text pipeline breakage are different bugs with different surfaces." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting to zeros and multi-GPU CUDA OOM are not the same underlying issue." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference reports, but one is OOM and the other is a PLE device-mismatch during forward; different bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and apply_chat_template empty-list IndexError are unrelated failures." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient explosion is unrelated to a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading broadly, but one is offloading not working as expected and the other is broken save_pretrained/from_pretrained behavior." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms with different likely fixes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated subsystems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is not the same bug as quantized model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and _gpu_broadcast_one rejecting NoneType are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning with trailing slash and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation failure and flash_attn import KeyError on Python 3.13 are different issues." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and DiffusionGemma pipeline failure do not share the same code path." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but a dummy Conv2d in the decoder and a memory overflow in sam3-litetext are not clearly the same bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-token spacing and TrainerState token-count updates are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a flex_attention import version check are separate problems." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero probabilities have no concrete overlap." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve/runtime crashes, but continuous-batching multimodal failure and KV-cache continuation indexing are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 27, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:37428", + "issue:38175", + "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:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "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:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:44186|issue:46192", + "issue:43295|issue:43873", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "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:44466|issue:45127", + "issue:38175|issue:43493", + "issue:39692|issue:46192", + "issue:43653|issue:44112", + "issue:43278|issue:43856", + "issue:45381|issue:46209" + ], + "prepared_review_unit_hash": "019e2afa0349e6b01c9be8385ce0e2e7f97bc4f2df796087a0b4e9b5b7c11f69", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36391, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span generation bugs, tokenizer/processor regressions, model-loading/import failures, vision/video preprocessing, device-map/offloading, and training/runtime correctness. None of the soft pairs look like the same underlying bug or change, so I\u2019d keep them separate. I\u2019d use the offloading/quantization report as the representative issue only because it has the most activity.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 has the strongest engagement signal in the set (many comments and inbound references) and is a concrete runtime bug, but the cluster is not actually a coherent duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best standalone representative because it is well-discussed, has inbound references, and describes a clear actionable bug around quantization/offloading behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Both are bug reports, but one is SigLIP2 implementation discrepancy and the other is a resume_from_checkpoint key mismatch; different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are unrelated failures." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute crash and rope-validation list TypeError affect different layers of the stack." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is a model-weighting bug, while the DeepSeek issue is an accuracy regression; not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in SwitchTransformers/TimmWrapperModel do not match Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve model loading, but one is a missing flash-attention helper import and the other is meta-device loading breakage; different root causes." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py crashing on s_aux=None is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape bug are both processor issues, but they are separate code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal input problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Gemma4 PLE device mismatch are both Gemma4-related but not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashing on NER/batched padding is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "A processor.tokenizer regression and quantization/offloading behavior are unrelated subsystems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement in Gemma4 PLE is unrelated to the return_tensors/text_kwargs precedence bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-facing regressions, but one is about tokenizer access and the other about video input sizing." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and failing Flash Attention 2 tests are not the same failure." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import handling on Python 3.13 and an unsupported tensorflow_text backend mapping are unrelated import/configuration issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a load failure for physical-intelligence/fast are different regression reports." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bugs do not match Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to ZeRO-3 gradient growth in training." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output bugs are different generation path problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device loading breakage are not the same defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and Kimi tokenizer regression are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but one is a missing flash-attention utility and the other is a missing Qwen2.5-VL model export." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning and SigLIP2 implementation discrepancy have no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Inconsistent lm_head serialization by device and LoRA-merge collapse with extended vocab may both touch tied weights, but the symptoms and triggers differ." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and broader HF-vs-JAX discrepancy are related by model family only, not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc-example errors and return_tensors being ignored are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override failures are separate CI/runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different hardware/model 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": 28, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28218", + "issue:35141", + "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:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "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:44521|issue:45290", + "issue:28218|issue:35141", + "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:44479|issue:46192", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:45200|issue:45325", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:44561|issue:46234", + "issue:43335|issue:43550", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:41720|issue:46209", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412" + ], + "prepared_review_unit_hash": "650d7cd92f7fab08f78bb579520e0a10c480050b7a6decb774556d8e18c968c8", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly superficial subsystem similarities, not the same underlying bug/change. I would not merge any of the candidate pairs. If a representative issue is needed, the multimodal `apply_chat_template` bug (44521) is the strongest anchor by activity and references, but the cluster is not a true duplicate set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the most active and referenced item, with a concrete reproducible regression in a core API (`apply_chat_template`) and an open status, so it is the best loose representative for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best global issue candidate because it is open, well-discussed, and clearly actionable; the other issues are narrower and/or unrelated to one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is about multimodal assistant masks and the other about tool-call messages with empty content; different failure modes and likely different fixes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding resizing / `post_init` reinitialization." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 failure in Qwen3MoE and missing Qwen2.5-VL import are unrelated issues." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading/structure, but one is a `from_pretrained` buffer corruption regression and the other is a CLIP class API inconsistency; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failure and stale `config.dtype` in `from_config(dtype=...)` are different code paths and different regressions." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing export for `Qwen2_5_VLForConditionalGeneration` is unrelated to detokenization behavior in DeepSeek coder." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing `pad_token_id`, but they are distinct model/config regressions for different architectures and are not clearly one bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling rate and batched video processor output shape are unrelated processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer and save/tokenization failure for Wav2Vec2 are separate speech-model issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a stale paged-generate warning about `num_return_sequences` are not the same underlying problem." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory-release issue are unrelated vision bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch and a GraniteSpeech CI device-override test failure are different problems." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipelines, but they concern different APIs and different deprecations; not one duplicate." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only `mm_token_type_ids` handling and Qwen2.5-VL temporal position scaling are different multimodal bugs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo preprocessing size mismatch and LwDETR AMP crash are unrelated detection issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-handling bugs, but one drops labels in metric gathering and the other reduces labels incorrectly in an image processor; different fixes." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both concern `import_utils`, but one is removal of `is_torch_fx_available` breaking remote-code models and the other is a missing Falcon-Mamba availability helper." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent matching and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are detection-related, but one is an AMP/CUDA crash in a loss and the other is missing auxiliary losses when denoising is off." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but they affect different model families and likely different root causes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` in a feature extractor and Whisper empty-transcription failure after token alignment are different audio bugs." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text-model structure inconsistency are separate API regressions." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 `flash_attn` import-key error and Windows ROCm `torch.distributed` dependency failure are platform-specific but unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leakage are unrelated 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": 29, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "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:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "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:43335|issue:45083", + "issue:29127|issue:32090", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:44448|issue:44779" + ], + "prepared_review_unit_hash": "254cb069db7d573305d88a336e53b8fc31fb48b729135a3e6a24e70090ee3184", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose similarity across unrelated Transformers bugs, with one strong duplicate-like candidate: 45310/45478. The packet supports that pair well via identical titles and the same Qwen3.5 MoE from_pretrained failure, but it does not explicitly show a duplicate link, so this should be treated conservatively as a likely duplicate rather than a confirmed exact duplicate set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and the clearest anchor for the Qwen3.5 MoE from_pretrained failure; issue:45478 is a highly similar follow-up that appears duplicate-like, though the packet does not explicitly confirm duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster: it matches the closely related 45478 report and describes a concrete Qwen3.5 MoE from_pretrained loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different failures: a missing internal import symbol vs Torch 2.10 compatibility." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and bugs: SwitchTransformers config construction vs BigBird tokenizer special-token handling." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a torch.compile/SDPA failure, the other is a CI stale device override test." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different code paths: Flash Attention 2 test failures vs Trainer broadcast of NoneType." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and weight-shape mismatch are distinct model-loading bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift is unrelated to Qwen recurrent state reset behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different underlying problems in different model families; not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config handling, but one is text_config unwrapping and the other is stale dtype metadata." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error vs helper length calculation behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline translation messaging are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as a stale CI device override." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error classes: clearer LayoutLMv3 message vs GPU broadcast TypeError." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared code path or concrete bug; only broad Transformers similarity." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation and auxiliary-loss omission are distinct issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a batched padding crash and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention crash on sink-less models is different from CPU-offload incompatibility in Qwen3.5 MoE." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template ValueError is unrelated to meta-device weights under device_map=auto." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Different apply_chat_template failures with different triggers and symptoms." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count limit error." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path import warning and a GLM-4.7 loading test failure are not the same bug." + }, + { + "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 and same Qwen3.5 MoE from_pretrained error; even without an explicit duplicate link, they look like the same underlying report." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is distinct from LwDetrImageLoss float16 AMP failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to Deepseek tokenizer regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The 45310/45478 pair is well-supported as a likely duplicate, but the packet does not explicitly show a duplicate link, so phrases like \"true duplicate pair\" and \"exactly duplicated\" overstate the evidence. Keep that pairing as a conservative duplicate-like match, and phrase the cluster conclusion as mostly loose similarity with one strong candidate duplicate, not a confirmed duplicate set." + }, + "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": 30, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "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:46697" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:45459|issue:46234", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "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:29870|issue:33290", + "issue:44857|issue:45588", + "issue:43927|issue:45698" + ], + "prepared_review_unit_hash": "f30806ddd26d641c1a63b818bd1cb25cba85dd8229d89345fe740f9957b71e30", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs in tokenization, training, multimodal models, dtype/device issues, and import/runtime regressions. I would not merge any of the candidate soft edges; they do not look like the same underlying change or defect.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the best representative because it is a broad, high-signal regression affecting multiple model families, with inbound references and an active cross-model failure pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue in the set for triage/anchoring because it covers a widespread tokenizer regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 docs/model-processor mismatch vs BEiT image processor label reduction bug." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both involve training startup, but the concrete failures differ: checkpoint resume iterator handling vs FineWeb SLM training not starting." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error hiding decode failures is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a Trainer broadcast NoneType crash." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example mismatch for SigLIP2 does not match the position-id key regression affecting model loading/generation." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "One is a GPU OOM in Sam3Video; the other is an image preprocessor over-padding bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center argument in LASR feature extraction is a different code path from Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to a Qwen3 Omni MoE helper-length calculation bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast failure and MacOS CLIP bus error are distinct runtime failures with different symptoms and likely causes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Missing ReLU in DSA indexer is not the same as removal of is_torch_fx_available breaking trust_remote_code imports." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the Qwen3 Omni MoE output-length helper bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific inference issue, not the same as unexpected position-id keys." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization during resize/post_init." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading/attention, but XLMRoberta FA2 support and Llama 3.2 Vision load regression are different concrete problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask initialization bug is unrelated to Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a different issue from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenization, but one is a wrong-token-ID regression across models while the other is an API precedence bug for return_tensors." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BEiT label reduction behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval/training dtype mismatch is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Older model/script errors, but different model families and different root causes: DistilBert German issue vs torch.jit GeneratorExp export failure." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling is a different path from Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model parsing is unrelated to a missing decorator registration in Qwen3.5 kernels." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Mixed precision loss crash and flash_attention.py s_aux=None AttributeError are separate code paths and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load of custom model metadata, but one loses token IDs and the other loads the wrong custom module; too different to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46655" + ], + "soft_pairs": [ + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:44561|issue:44779", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "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:29870|issue:34689", + "issue:43412|issue:45588", + "issue:45372|issue:45406" + ], + "prepared_review_unit_hash": "86f2e04fa1dcc57158ad5d87d623f6d86e64b4aaedf1b090ed91b5bc0849ec94", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35726, + "estimated_input_tokens": 8932, + "estimated_eval_tokens": 18120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are overwhelmingly false positives: they share only broad subsystem keywords, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits well: the items span unrelated tokenizer, generation, device-map, packaging, processor, and training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best anchor among the set because it is open, highly discussed, and broadly about quantization/offloading behavior, but it still does not represent the other unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different failure modes in different code paths: chat templating with tool calls vs video processor padding." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "ImportError in flash-attention utils vs packaging/backend installation issue; unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed/Adafactor OOM are distinct bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/offloading, but one is quantization offloading behavior and the other is Gemma4 multi-GPU CUDA OOM; not the same code path." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility API for trust_remote_code models is unrelated to DeepSeek tokenizer correctness." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is model output drift between v4 and v5; the other is serialization of tied weights by device." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs divergence in DeepSeekV3MoE implementation." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Dtype change during evaluate is unrelated to tensor-parallel OOM on loading a specific model." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash attention crash on sink-less models vs Gemma4 device mismatch in forward; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are inference-memory/device issues, but one is auto device mapping assert and the other is multi-GPU OOM; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are separate training-flow problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a model load versus documentation example errors; no shared code path." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different components." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention.py s_aux=None crash are different layers and code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as Wav2Vec2 serialization/tokenization failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-validation TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FineGrainedFP8Config load failure and the other is saving quantized models; different problems." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/training-guard and flash_attention s_aux=None crash are distinct export vs inference bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor loading import error and serve-time missing _tokenizer AttributeError are related only by Gemma4, 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": 32, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33290", + "issue:33357", + "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:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46693" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:43066|issue:44462", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:46121|issue:46399", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "1710490b863d8496560649d156f0d8b350f2a3bf7da7b437ddc1cc5425f083d9", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformer bug reports and regressions. None of the soft pairs look like true duplicates; they mostly share only broad subsystem keywords (tokenizers, vision, memory, FlashAttention, etc.) but describe different code paths and failure modes.", + "confidence": 0.95, + "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster is not cohesive. If one issue must serve as a representative, issue:44462 is the most broadly relevant core-loader regression and has the clearest user-facing impact, but the rest of the set is largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44462 is the best representative issue among this set because it targets core AutoTokenizer/model loading behavior with broad impact and a concrete, reproducible bug, unlike the mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are regression reports, but they affect different features and model families: LasrFeatureExtractor center-arg handling vs video input regressions in Qwen VL models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs in different code paths." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different defects: Smollm3 RoPE-layer count vs DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration causing empty decode output is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One is tokenizer error masking when protobuf is missing; the other is leftover dummy class cleanup. No shared bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention attention/windowing, but one is a correctness NaN bug in Gemma3 and the other is a performance regression in long-context generation; not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d cleanup and RT-DETR memory not released are separate issues with different symptoms and fixes." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Improving a LayoutLMv3 error message is unrelated to a MacOS bus error loading a CLIP model." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy layer cleanup in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical outputs via AutoModel/pipeline." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale num_return_sequences warning are different bugs with no common root cause." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "A missing ReasoningEffort import in mistral_common is unrelated to hidden tokenizer errors when protobuf is absent." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check and Wav2Vec2 save/tokenization failures are distinct problems in different subsystems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP-induced OOM when loading a Qwen model is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE parity with remote code and D-FINE auxiliary-loss behavior are separate model-specific changes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch in v5 and ignoring tokenizer.json during AutoTokenizer load are both tokenizer-related, but they are different failure modes and fixes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and token-embedding resize reinitialization are unrelated issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-trailing-slash import warning and gradient-checkpointing-in-eval-mode are separate behaviors with different code paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference correctness and RT-DETR memory release are unrelated model bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is a garbage-collection leak in RT-DETR and the other is memory overflow for sam3-litetext; not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime and Gemma3 NaN embeddings are different subsystems and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen TP loading OOM and increased CUDA reserved memory under int4 quantization are both memory-related but arise from different mechanisms and likely different fixes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are separate model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "A label-array handling bug in BeitImageProcessorFast is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL export and a vague dependency issue are not concrete duplicates of the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs: one returns the wrong label shape, the other crashes on NER inputs and padding/truncation." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model support and Adafactor OOM in DeepSpeed are different bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "JSON-loaded list handling in rope validation and missing decorator registration for apply_rotary_pos_emb are both rope-related, but they are distinct code-path failures." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and sam3-litetext memory overflow are unrelated model-specific issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issues are different configuration/architecture bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 Vision load breakage are separate regression reports with no shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 33, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "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:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46234", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:45250|issue:46640", + "issue:33290|issue:35141", + "issue:43761|issue:45859", + "issue:45588|issue:45600", + "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:44442|issue:44898", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43643|issue:44913" + ], + "prepared_review_unit_hash": "d4efb99eed89a0441f77ad95d7dcedc28c1b6af5093452c0abaeb78004729fc2", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformer issues with a few plausible related pairs, but the evidence is generally too thin for duplicate merging. The Qwen2.5-VL items look related at the subsystem level, yet `issue:44514` and `issue:45381` do not clearly share the same underlying bug or a single mergeable fix.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44479 is the best representative of the Qwen2.5-VL regression cluster because it describes the broadest concrete video-input regression and anchors the v5.3.0 context most clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the clearest, most actionable issue in the cluster because it frames the regression at the right level of specificity and covers the broader affected model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic to establish the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: DeepSpeed/Adafactor OOM versus embedding reinitialization after resizing." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Both are model/runtime regressions, but they affect different code paths and model families." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling and auto-mapping cleanup are unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization offloading are separate behaviors." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "`44514` is about batched `apply_chat_template()` crashing with `padding=False`, while `45381` is about incorrect `vision_position_ids` for Qwen2.5-VL video input; the packet does not establish a shared root cause or a single mergeable fix." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Missing fields from `trust_remote_code` config loading is not the same bug as patchtsmixer's post_init restriction." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio preprocessing, but one is chat-template sampling-rate defaulting and the other is a feature-extractor argument crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and a categories-limit runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset and Whisper batch_decode `skip_special_tokens` are different model/processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver image resizing are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash path warning and recurrent-state caching are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are different code paths and fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends issue and missing `import_utils` helper are different maintenance bugs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and a BART generate `decoder_attention_mask` error are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they concern different model families and different missing fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and single-label classification zero-loss behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation parity and docs referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/index scaling and Swin2SR padding are different preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and `eos_token_id` config mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken argument duplication and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": true, + "reason": "The CLIP hidden_states regression plausibly stems from the `ModelOutput` key-assignment bug when a key was previously `None`." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch loading of a third-party checkpoint is not the same as a save_pretrained regression in Qwen3.5." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from `trust_remote_code` config loading and `rotary_pct` reset on reload are separate config issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level takeaway is mostly cautious, but one soft-edge acceptance is too speculative for the packet: issue:44514 vs issue:45381. From the provided titles, 44514 is about `apply_chat_template` crashing on batched input with `padding=False`, while 45381 is about incorrect `vision_position_ids` for Qwen2.5-VL video input. The packet does not itself establish a shared root cause or a clearly mergeable single-PR fix, so labeling them as the same bug is stronger than the evidence supports. The summary also overstates this overlap by calling it the \u2018Qwen2.5-VL video-position regression pair\u2019 rather than a more conservative \u2018related Qwen2.5-VL input-handling issues\u2019." + }, + "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": 34, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "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:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44568", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45479", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:44568|issue:45479", + "issue:46234|issue:46291", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365" + ], + "prepared_review_unit_hash": "0671690d58808c4765f1db183113aea8c745e0dad6a8c2e7b184ea090ad3b405", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous issue cluster, not a duplicate set. The soft pairs mostly share broad transformer/model-loading vocabulary, but each report points to a different subsystem, model family, or failure mode.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the items span unrelated bugs in config handling, loading, generation, compilation, training, and backend/import behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs; different code paths and failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated: DebertaV2 import parsing on Python 3.13 vs a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "One is a loading regression for physical-intelligence/fast; the other is a missing tensorflow_text backend mapping." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different bugs: CLIPVisionModel hidden_states regression vs torch.compile attention-kernel branching divergence." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated failures: local dataset loading in a training script vs unrecognized model/config loading for OLMo." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "One is a generation-state issue after sync_gpus; the other is gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different tokenizer/batching issues: FastSpeech2ConformerTokenizer loading vs a bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is about saving dequantized models and the other about loading the wrong custom module after save_pretrained; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Key mismatch on resume_from_checkpoint is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen2-57B tp OOM during model loading." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different model-load failures: Qwen2 tp OOM vs a key error for MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta FlashAttention behavior is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape change is unrelated to missing PyTorch for AutoModel import." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA divergence for Bamba-9B-v2 is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion regression is unrelated to degenerate zero-loss classification behavior." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper is unrelated to pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs and the other spurious recompilation from cache lazy init; different concrete bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question is unrelated to the missing transformers.onnx module error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image passthrough breakage vs pipeline error-message wording about translation tasks." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve special tokens, but one is a Gemma-3 eos_token_id config mismatch and the other is Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend installation issue for tensorflow is unrelated to Gemma3TextConfig API behavior." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Patchtsmixer post_init restriction and non-persistent buffer junk in v5 are different issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization regression and GPTNeoX rotary_pct reload bug are different model-config problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading failures for AutoTokenizer/AutoModel are unrelated to the unrecognized-model config.json error." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Trainer import failure caused by datasets." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "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:43065|issue:44617", + "issue:43504|issue:45698", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:43352|issue:46640", + "issue:44792|issue:45600", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:46082|issue:46697" + ], + "prepared_review_unit_hash": "7f354d2ae3d31a537c4bfd3d4807c087836e18b1d88f5c94c604e42d1c735d61", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35158, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a grab-bag of unrelated Transformers issues that only share broad keywords (cache, video, flash-attn, config, processors). None of the proposed soft pairs appear to describe the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45698 is the strongest standalone report in the set: it has the most discussion/inbound references and describes a concrete, reproducible from_pretrained/save_pretrained loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue here because it is detailed, actively discussed, and tied to a specific failure mode rather than a vague regression headline.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 workflow breakage and a Janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Swallowing KeyboardInterrupt in Fuyu tensor conversion is unrelated to a Windows/ROCm torch.distributed import failure." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is a different bug from Ministral-3 flash-attention incompatibility." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "A local-cache path collision for trust_remote_code is unrelated to max_cache_length handling in cache config." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch is not the same as Sam3-litetext memory overflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The placeholder text 'ADD THE DATA' is not a duplicate of a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen multimodal video regression are different code paths and failures." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tensorflow_text backend mapping error." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "A TensorFlow/tensorboard backend import problem is not the same as a missing import_utils helper function." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are distinct failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d concern in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy Beit preset loading and wrong custom-module loading after save_pretrained are different persistence/serialization bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and auxiliary-loss normalization in MoE models are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Nemotron flash-attn-2 unsupported is not the same as a vague flash-attention issue with no matching concrete code path." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and Sam3LiteText auto-mapping CI breakage are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generic GenerationMixin cache missing in chunked prefill and Qwen3.5 recurrent-state reset are different caching bugs in different implementations." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor mismatch is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id absence and Qwen3-MoE sliding_window behavior are unrelated config issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading Phi-4-multimodal-instruct are different failure scenarios." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload persistence are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize reinitialization is unrelated to import warnings from local paths with trailing slashes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing in serve is a different bug from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated configuration/processor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 36, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:45632|issue:46617", + "issue:43931|issue:44060", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:43761|issue:44242", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:45381|issue:46369", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:45127|issue:45357", + "issue:39692|issue:44190", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:44617|issue:46369", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "97ebe4ee0e8dfde78878cf683f1b69d699f5206641e5cac7ffe86363a3a1cf1e", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35589, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "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 that only share broad subsystem words (generation, cache, vision, tokenizer, CI). None of the soft pairs are strong enough to merge as duplicates under a strict triage standard.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 46489 is the strongest standalone report: it names a concrete model family, a clear v5 regression boundary, and points to a specific gap in a prior fix, making it the most actionable and diagnostically precise issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46489 is the best overall issue because it is specific, regression-focused, and directly actionable for maintainers, unlike several broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both are trust_remote_code/cache-related, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache; related area, not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen model families and different failures: weight-shape mismatch versus an incorrect tied-weights warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: Python 3.13 TorchScript parsing error versus flash-attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs stale-reference problem; the other is an actual model/pipeline output correctness issue." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing GenerationMixin cache regression and the other is recompilation from lazy cache initialization; not clearly the same defect." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors and symptoms: CLIP hidden states regression versus missing load-balancing loss computation." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() UnboundLocalError and token-embedding resize/post_init reinitialization are separate bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure are different models, different processors, and different failure modes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper failing after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill and GPTNeoX rotary_pct reload behavior are unrelated state/config issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output-shape bug and XLMRoberta Flash Attention 2 issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the Python 3.13 TorchScript parsing issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and KV-cache continuation crash in serve are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both involve video/Sam-like model families, but one is Qwen VL vision-position IDs and the other is Sam3-LiteText memory overflow." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init enforcement and strict config loading for granite_speech are different configuration-policy issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the local-dataset loading problem in the training script." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and local dataset loading failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and an OmDet-Turbo processor/model input-size mismatch are separate problems." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward chunked-generation inconsistency and stale num_return_sequences warning are unrelated generation issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and incorrect visual encoder keys in save_pretrained are different save/weight-tie bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and local dataset loading are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor related, but the reported bugs are different models and different preprocessing mistakes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale device override test and Sam3LiteText auto_mappings cleanup are unrelated CI issues." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same broader Sam3 family, but one is a video-model OOM and the other is a LiteText memory overflow; not enough to call them the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizer regressions in v5+, but 44779 is a broad incorrect-output report while 46489 is a specific DeepSeek-Coder v1 gap in PR #44801's fix; related, but not clearly 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": 37, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46752" + ], + "soft_pairs": [ + "issue:45290|issue:46752", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:44462|issue:45907", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "e50930abb1c3bdde0801d3eab660532b2df3fb5504a8eae9075db329176fb45d", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36331, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "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 loose thematic area is multimodal/chat-template regressions, but the soft pairs are different concrete bugs rather than true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest representative of the only coherent subgroup here: it is an active, well-discussed apply_chat_template multimodal bug with inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is open, broadly scoped within a recurring API area, and has the most evidence of user impact/interest in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both involve apply_chat_template, but one is tool-call/no-content handling and the other is empty-list input. Different failure modes and likely separate fixes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "These are unrelated regressions: one is processor/tokenizer access in multimodal custom code, the other is resize_token_embeddings not propagating to tied output embeddings." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different code paths and bugs: XLNet CPU tensor allocation vs a bare except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are multimodal/video-related, but the reported crashes are in different subsystems and different code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend problems, but one is Python 3.14 import failure and the other is missing TensorFlow backend wiring from a pip extra." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: embedding resize propagation vs Whisper generation failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation in apply_chat_template and the other is wrong vision_position_ids in Qwen2.5-VL video inputs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated issues: pipeline top_k nesting behavior versus a Bart generate decoder_attention_mask UnboundLocalError." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different concerns: AutoTokenizer ignoring tokenizer.json versus list_repo_files not forwarding revision." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "One is a trust_remote_code cache-path collision; the other is a missing import_utils symbol. Not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import internals, but one is import slowness and the other is unsafe sys.modules access. Different root causes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different model families; not the same underlying issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: model loading for Phi-4 multimodal versus stale auto_mappings references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields when using trust_remote_code=True; the other is an unrecognized model lacking model_type. Related area, different bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test failure in GraniteSpeech is unrelated to a Phi-4 multimodal loading regression." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and embedding reinitialization after resize are separate issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct validation bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow backend in a torch extra install is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different generation/checkpoint bugs for different models and APIs; no shared concrete code-path problem." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality limit error and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and chat-template assistant-mask generation are different features with different bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different export paths." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and transformers serve KV-cache indexing are unrelated code paths." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data issue and a torch_extract_fbank_features bug are not the same underlying change." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing-import failures for different symbols; not a single concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "One is default config initialization with None; the other is a missing deepstack_visual_indexes field dropped by strict validation." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline behavior and a notebook syntax error are completely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 38, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "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" + ], + "prepared_review_unit_hash": "3a92cae1e48e88d99b61f21804f7cd6170e554676c473c299c9ae8bc0463cae0", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic group of unrelated Transformers issues. The items share broad themes like multimodal APIs, model loading, cache/version regressions, and docs, but they do not describe the same concrete bug/change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s multimodal API regressions: it is open, has the most inbound references/activity among the clearly user-facing multimodal issues, and describes a concrete, reproducible failure in `apply_chat_template`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best triage anchor because it is specific, impactful, and actively discussed; it is a clearer representative than the more generic docs/version issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs: `position_ids` buffer access vs CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: Qwen3-MoE `sliding_window` behavior vs stale `auto_mappings.py` config references." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing generation cache in chunked prefill while the other is cache-length config handling." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Generic Python/version support issue vs a specific model load failure; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention/PyTorch, but they fail for different reasons and at different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Multimodal processor/tokenizer regression vs token embedding resize not updating decoder embeddings." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different functionality: feature-length helper in qwen3_omni_moe vs PPDocLayoutV3 CPU/CUDA mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs pipeline docs mismatch; only loosely related by being docs/API adjacent." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral/Devstral, but one is save/load dequantized weights and the other is FlashAttention failure." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs wording issue vs model config/import failure; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs unnecessary torchvision requirement in PIL image processors." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support/versioning issue vs unspecified dependency issue; too different." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior in generation vs ANSI output in loading_report; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch FlashAttention, but one is a model-specific failure and the other is an `s_aux=None` crash in sink-less models." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Model not recognized from config vs `from_config` not unwrapping `text_config`; different loading bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs token insertion constructor error; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache-length config behavior; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in different modules/symbols, not the same missing export." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE model loading regression vs Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top-k bounds error vs empty-list `apply_chat_template` crash." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch pipeline bookkeeping bug vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not the same defect." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Both are multimodal/transformer-adjacent, but one is an assistant mask correctness bug and the other is a FA2 performance regression." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Tokenizer embedding resize bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama config validation vs missing decorator on `apply_rotary_pos_emb`; different subsystems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency problem vs PEFT minimum-version bump; not duplicates." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype loading issue vs Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors vs TextClassificationPipeline docs mismatch; both docs-related but different content." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer multimodal regression vs Deepseek tokenizer output change; different model families 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": 39, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512" + ], + "soft_pairs": [ + "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:43479|issue:43525", + "issue:44466|issue:45276", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:43441|issue:45834", + "issue:44361|issue:45593", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44261|issue:44263", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "1435535645c07be7802b5fd574a24a7d0b6ecc7798a2dca1a82adf93ab85ec60", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35016, + "estimated_input_tokens": 8754, + "estimated_eval_tokens": 17764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of unrelated Transformer bugs, with no strong duplicate cluster emerging. The soft-similarity pairs share broad themes (tokenizers, loading, multimodal configs, deepspeed, import errors) but not the same concrete failure path.", + "confidence": 0.16, + "canonical_issue_reason": "issue:45812 is the clearest standalone bug report here: a concrete, high-impact regression with a specific symptom (wrong token IDs), a specific subsystem (AutoTokenizer), and strong user-facing impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue to keep as a canonical example because it is specific, reproducible, and well-scoped compared with the more generic or ambiguous reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Both mention optimizer-related behavior, but one is about SGD args being ignored and the other about a tied-embeddings warning during LoRA fine-tuning; different bugs and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is about LlamaConfig head_dim validation; the other is about dtype metadata staying stale after from_config. Different model config issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both involve imports, but one is a missing HybridCache symbol and the other is a broad post-upgrade import breakage report; too different to be the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen/Gemma multimodal regressions, but one is loading failure for Qwen3VL MoE models and the other is incorrect visual-encoder keys on save_pretrained; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A pipeline processor lookup bug is not the same as a broader remote_code compatibility regression." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and a generic \"ADD THE DATA\" issue are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families with different symptoms and likely different fixes." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3VL MoE loading versus GLM-4.7-Flash test loading." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "One concerns MoE load-balancing loss gating; the other is a Gemma 4 multimodal training default for mm_token_type_ids. Related area, not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different attributes; no shared code-path evidence." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma4 weights/embeddings, but one is about serialization of lm_head.weight and the other about resize_token_embeddings not propagating to per-layer/output embeddings; not clearly the same defect." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup versus Gemma4 PLE device-mismatch during forward are distinct failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlexAttention compilation on torch 2.9 and a TensorBoard/TensorFlow backend error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: a placeholder issue versus an FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is not the same as an init_empty_weights argument regression." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crashing on a backend_tokenizer attribute; different bug paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific runtime errors: FlashAttention failure versus OCR long-input index error." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer attribute errors and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and a mistral_common import failure are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading with device_map=auto are separate stages and different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer.step calls are different concrete bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/C I-related, but one is stale auto_mappings references and the other is leftover dummy classes; different fixes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a precision/config epsilon issue in MLA q_a_layernorm; the other is torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and a performance regression after upgrading versions 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": 40, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:46291|issue:46399", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:42491|issue:43299", + "issue:43531|issue:45362" + ], + "prepared_review_unit_hash": "64e40ace2206fdc67ce2b5db81f202698d5bca95e4129916bbe31819c2e2bda8", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35375, + "estimated_input_tokens": 8844, + "estimated_eval_tokens": 17944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions, model-loading failures, backend/install issues, or docs/test bugs. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43976 is the broadest, most release-level regression in the set: it describes a general Transformers v5 compatibility break rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45561 is the most actionable standalone issue in the cluster: it is open, has the most discussion/inbound references, and contains a concrete failure mode with a likely reproducible test-race root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: backend/dependency packaging vs Python-version compatibility. Same library, but not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "One is missing files in processor.save_pretrained; the other is a from_pretrained/load failure on Gemma-4 ZeRO3. Different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both affect model behavior in v5, but CamemBERT MLM predictions and Deepseek tokenizer output are separate model-specific regressions." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import latency." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention/kernel issues, but one is Ministral-3 FlashAttention in v5 RC and the other is compiled flex_attention on torch>=2.9; different bug surfaces." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache handling and CLIPVisionModel hidden_states are different failures in different subsystems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "One is a missing TensorFlow backend in install extras; the other is a torch/Transformers version incompatibility. Not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model/loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific VL model class is unrelated to the Python 3.9+ support regression." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package import/version-revision validation and missing decorator registration are different kernel-integration bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are load failures, but for different models and error modes: missing pad_token_id vs a failed glm-4v-9b load." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as AutoConfig returning missing fields under trust_remote_code." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct runtime errors." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI color leakage in loading_report." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding miscalculation in SmolVLM is different from AutoProcessor failing when a required vision backend is missing." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output and docstring text are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python 3.9+ incompatibility are separate import/environment issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention missing symbols, but sentence-transformers import NameError and undefined tf backend are different dependency issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance is unrelated to config.json missing model_type." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and Gemma-4 ZeRO3 from_pretrained failure are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are unrelated test/runtime issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Phonemizer language-state retention and from_pretrained behavior inside Python classes are different state-management problems." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are similar in wording but refer to different models and training branches." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated code defects." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across hf4.x/main and the other is Qwen3VL MoE loading; not clearly the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat crashes 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": 41, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "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:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44561|issue:46399", + "issue:43295|issue:45292" + ], + "prepared_review_unit_hash": "7a377111234a053a37f560d41db8cd46b00b180c326429db99c8d908fd726588", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of mostly unrelated Transformers issues spanning multimodal/video regressions, config/import breakages, cache/deepspeed bugs, and docs/UX problems. None of the soft edges look like true duplicates of the same underlying bug.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44479 is the broadest representative regression in the set, with an explicit v5.3.0 video-input failure affecting multiple Qwen multimodal variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best captures the largest coherent subtheme here: a shared video-input regression across several related models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video processing error vs empty-list apply_chat_template IndexError." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated bugs: router-loss handling vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different code paths and symptoms: position_ids buffer access vs Gemma-4 ZeRO3 from_pretrained loading." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting bug vs GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Different model-loading failure vs empty-chat-template input handling." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report terminal detection bug vs cache max length behavior; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading vs AttentionInterface.register behavior; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA issue in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; not duplicate." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline import/processor lookup issue vs audio feature extraction bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings/output_embeddings mismatch." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbol imports from different packages; only superficially similar." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different removed symbols and different fixes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mention return_all_scores vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed-related problems: weight conversion vs empty deque during ZeRO3." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs pytest-xdist captured_info.txt race; different issues." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV cache continuation crash in serve vs cache max length semantics; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure vs sys.modules access bug; not the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video, but different models and distinct preprocessing bugs." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility vs missing decorator for kernel registration; not mergeable as one fix." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache issue vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma-4 mm_token_type_ids defaulting; different models and failures." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but for different model families and different preprocessing defects." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Missing output attribute in SAM3 video encoder vs memory overflow in sam3-litetext; not duplicate." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Mixture-of-experts router loss bug vs LwDetr image loss AMP crash; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict config field dropping vs text_config unwrapping in AutoModelForCausalLM; related area but different bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs router-loss omission; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error vs performance regression during filtering; different symptom and fix." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure vs stale auto_mappings references; different maintenance issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen processor import error vs ZeRO3/BertModel index error; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure vs silent field drop in a different config class; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available vs Qwen3.5 apply_rotary_pos_emb registration crash; different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression vs embeddings resizing bug; separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46506", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "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:44995|issue:45200", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:45397|issue:45656", + "issue:43931|issue:44368", + "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" + ], + "prepared_review_unit_hash": "bc01a64c070bb3f2e157df977744024836dea2f93f70be2720c6f66550fd40b8", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35200, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, multimodal, caching, config, and training/runtime issues. None look like true duplicates or PRs that should be merged together.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a clear canonical representative because the cluster does not describe one underlying bug; choosing any item would misrepresent the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best representative for deduping since the items are not the same problem family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: one is embedding resize sync, the other is Whisper empty transcription handling after token alignment." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied/resize embeddings, but one is device-dependent serialization and the other is T5Gemma decoder embedding not updating after resize." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Different failure points: saving processor files vs AutoProcessor falling back badly when a vision backend is missing." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen3-VL-Moe loading bug vs CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/loading issues; one is a model load failure on transformers>=5.1, the other is exception masking when protobuf is absent." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Completely different domains: BART generate() error vs MLflow reporting after failed training jobs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different subsystems and failure modes: video-input regression in Qwen models vs Windows/ROCm import dependency problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Only loosely related by Flash Attention 2.0; one is a specific model incompatibility, the other is a generic feature/issue title." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different concrete bugs: tied-weights warning in Qwen3-Next vs a patchtsmixer post_init constraint issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Unrelated: RT-DETR memory release vs MaskGenerationPipeline partial-batch result dropping." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to the ESM2 broken-workflow report." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 problems: tied-embeddings warning during fine-tuning vs flash-attention generation regression." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different models and root causes: GlmMoeDsa stale cache crash vs Gemma 4 token-id defaulting for text-only fine-tuning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Different issues: strict Granite config parsing vs Windows ROCm import dependency handling." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-related, but the concrete bugs differ: missing vision encoder field vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Related SAM3 area, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed, but one is Gemma-4 zero3 loading and the other is an optimizer step being called twice." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tied-embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tied-weights warning, the other is a stale paged-generate warning for num_return_sequences." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: GlmMoeDsa second forward-pass crash vs flash_attention integration AttributeError on s_aux=None." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to a model accuracy regression after upgrading versions." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type contract bug is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different problems: torch.compile branching changes attention kernels vs Gemma pipeline roundtrip on the \u2581 token." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The reproduction issue is not clearly the same bug as Gemma roundtrip failure; no concrete shared failure path is shown." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection in v5.3 is a different runtime/API bug from Gemma tokenizer roundtrip failure." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention caching/compile behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45584", + "issue:45656", + "issue:45685", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:45685|issue:46431", + "issue:45584|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:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43232|issue:43673", + "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:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43723|issue:46326" + ], + "prepared_review_unit_hash": "cd1f4540402eefc258ef5fd711be66f432a5c32bfb1ce23f9bcdb5df693593f1", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports with only one likely duplicate-ish pair in the Qwen3.5-Moe v5 loading path. The rest span unrelated failures across processors, tokenizers, generation, quantization, and model-specific regressions.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s nearest duplicate theme: a concrete Qwen3.5-Moe from_pretrained regression in Transformers v5, likely overlapping with the related config-field-drop report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best single issue to anchor this cluster because it is specific, actionable, and appears closest to another near-match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Different subsystems and failure modes: MoE/MPS histogram error vs chat-template validation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper decoding bug and Windows/ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue and MaskGenerationPipeline batch-finalization bug affect different code paths." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError vs a performance regression after upgrade; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is missing processor files; different fixes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision models, but one is bad outputs from AutoModel/pipeline and the other is missing-backend import handling in AutoProcessor." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage vs a specific ESM2 regression; too broad to be the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown and double optimizer-step behavior are different problems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and data-path slowdown are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized-model saving failure and GGUF loading failure are different directions and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission bug is unrelated to deepspeed optimizer-step duplication." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention/model-load failure and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus kwargs handling and the other is chunked_prefill cache absence; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on Sam3 video output is not the same as missing config fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is a specific config-field drop and the other is a broader from_pretrained error without enough evidence of the same root cause." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import missing and Sentence Transformers loading stall are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export complaints around image utilities, but the reported missing symbols differ and the underlying paths are not clearly the same." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both mention missing vision backends, but one is video-model loading without torchvision and the other is image-processor resolution; too different to merge confidently." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model init regression and ESM2 breakage may both be v5-related, but they are not the same concrete failure." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both are Qwen3.5-Moe v5 from_pretrained/config-loading regressions, and the config-field-drop report plausibly explains the broader loading error." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec/regex regression are different tokenization bugs." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4Config pad_token_id AttributeError are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading and processor save_pretrained missing files do not share the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained regression are not comparable." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs/example errors and AutoProcessor missing-backend handling are different problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API migration guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Sam3 video encoder output missing field and Qwen2.5-VL video position-id issue are different model-family regressions." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and mistral_common continue_final_message behavior are separate tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are generally conservative. The only accepted pair, issue:45310 and issue:45375, is supported as a plausible Qwen3.5-Moe Transformers v5 loading/config regression, while the rest are reasonably treated as distinct by subsystem and failure mode. No obvious overstatement beyond the evidence in the titles and descriptions." + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45561|issue:45600", + "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" + ], + "prepared_review_unit_hash": "ebc5d4008d1f341715298087cd9e652b5be08de503a94bf99ec676e5f06a1d7a", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report; all other soft pairs look related only by broad subsystem or surface similarity, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue 42673 is the clearest canonical issue because it is the older, more detailed report of the exact duplicate pair 42673/43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 42673 is the best overall representative: it matches an exact duplicate, has the richer original report, and is the most suitable anchor for deduping that pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are import/runtime failures in the transformers ecosystem, but they concern different symbols and different code paths (sentence-transformers import vs Qwen3.5 kernel registration)." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both involve generation internals, but one is about sync_gpus/model kwargs handling and the other is about attention-kernel divergence under torch.compile; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes and would not be fixed by one change." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma-related processing, but one is a missing _tokenizer attribute in serve and the other is a tokenizer roundtrip failure on a specific character." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-triggered infinite loop are unrelated problems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but they are for different missing exports (AutoImageProcessor vs HybridCache) and different fixes." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma/pipeline issues, but one is a text token roundtrip bug and the other is an image-text-to-text pipeline failure; too different to merge." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VL import errors are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These are exact title duplicates describing the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto-docstring annotation processing are separate utilities with different crash conditions." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 / transformers versioning, but one is a general compatibility bug and the other is a specific from_pretrained error for Qwen3.5-MoE." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are missing-symbol import issues, but the symbols and affected modules differ and do not indicate the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained loading are different code paths and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regressions in FineGrainedFP8 and FP8 save_pretrained failures are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update logic and a janus image generation test failure are not the same underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency installation and a missing image_utils import are unrelated packaging/API problems." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy field breaking BEiT pretrained loading and a pytest-xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and a testing race condition are completely different problems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A parallel test-file race and stale auto_mappings entries are different CI issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hangs and token-embedding resizing reinitialization are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend installation and leftover dummy classes in dummy_pt_objects.py are not the same change." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior changes and mdeberta special-token insertion are separate tokenizer regressions." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and load-balancing loss omission in MoE routing are different model behaviors." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and MaskGenerationPipeline batch-finalization logic are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file emission and Qwen3.5 MoE loading are different areas and failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leakage in dataloader threads and long-context FA2 performance regression are different performance bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly duplicate pair is 42673/43704, and the rest of the soft pairs are rejected conservatively with reasons that stay within the evidence. Canonical-issue choice and confidence look reasonable." + }, + "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": 45, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231", + "issue:46665", + "issue:46762" + ], + "soft_pairs": [ + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:43116|issue:44190", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:44295|issue:45656", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44360|issue:46762", + "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" + ], + "prepared_review_unit_hash": "3fcc1144980efcd86c1a33494c9db4f11cd99621e002da284e1cf7937c3e4c50", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer regressions, multimodal config/loading bugs, training/optimizer behavior, docs/notebook problems, and import errors. The soft-similarity links are largely false positives.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is canonical: the items cover unrelated bugs across tokenization, multimodal configs, optimizer/training, docs, and import errors.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the closest thing to a cluster hub because several candidates are tokenizer/v5 regressions, but it still describes a distinct `clean_up_tokenization_spaces` behavior change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs a documentation parameter-name mismatch; unrelated problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization, but one is `clean_up_tokenization_spaces` behavior and the other is Granite token IDs; different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs missing BOS/EOS on `add_special_tokens=True`; distinct code paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaults; unrelated model families and fixes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization bug vs generic `ModelOutput` key handling; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different symptoms/causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import error vs missing Qwen2_5_VL class import; separate import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing crash vs auto-docstring annotation parsing crash; unrelated subsystems." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; both multimodal, but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support vs MLflow reporting after training failure; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status bug vs Llama 3.2 Vision model loading regression; different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is codec handling/fix warning for Kimi-K2.5." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior vs processor/tokenizer regression with images; different APIs and failures." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Text-classification example bug vs local dataset loading in image-classification example; unrelated examples." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; both Qwen, but not the same concrete defect." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue vs leftover dummy class cleanup; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer read error vs optimizer stepping twice with DeepSpeed; unrelated runtime issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting bug vs embedding reinitialization on resize; no shared underlying fix." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Import error for `transformers.onnx` vs missing PyTorch for `AutoModel`; both are import errors, but different causes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` vs dummy-class cleanup; unrelated import surfaces." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD arguments ignored vs documentation parameter-name typo; different severity and code paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save-pretrained bug vs tokenizer class mismatch in tokenizer config; separate serialization problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer discussion vs Minimax attention numerical differences; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression vs AttentionInterface.register behavior change; different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs processor save-pretrained missing files; unrelated save/serialization behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch vs DeepSpeed double optimizer step; no common bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Ministral tokenizer BPE-marker bug vs tokenizer loading in v5; both tokenizer-related, but not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 multimodal config defaults vs non-persistent buffer junk; unrelated initialization problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save-pretrained bug vs processor save-pretrained missing files; both save-related, but different objects and failure modes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit vs AttentionInterface.register behavior change; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Multimodal config defaulting bug vs inconsistent `from_pretrained` usage inside Python classes; different underlying 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": 46, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "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:45381|issue:46305", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:22355|issue:27957" + ], + "prepared_review_unit_hash": "cfb7b1f544afd1ee7b95648e0e065f9c0c1cffb083d7581835ebe20f1e0b40ed", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36310, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct bug reports across different Transformers v5 regressions and model-specific failures; none of the soft pairs look like true duplicates. If forced to pick an umbrella issue, 45071 is the broadest core-regression report, but it is still not a good duplicate match for the others.", + "confidence": 0.78, + "canonical_issue_reason": "45071 is the closest umbrella-style issue in this set because it reports a broad core regression in v5.4.0 (PreTrainedConfig type checking), but the cluster overall spans many different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "45071 is the most representative of the set as a general v5 regression report, even though the rest are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different modules: `transformers.onnx` vs `huggingface_hub.is_offline_mode`." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "One is a config type-checking regression; the other is LlamaConfig rejecting explicit `head_dim` when shapes are incompatible." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo for `position_ids` is not the same bug as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration API behavior changes are unrelated to the DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/tokenizer workflows, but one is tokenizer metadata saved incorrectly while the other is a `from_pretrained` load error; not the same code-path bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading failure is different from Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 `save_pretrained` on MoE models is unrelated to the `max_shard_size` default question." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading script issue is unrelated to LlamaConfig head-dimension validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg update handling and cache-length config semantics are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A `torch.split`/indexer bug is not the same as remote-code checkpoint incompatibility with v5 meta initialization." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior drift across versions is unrelated to FP8 inference failing on B200 hardware." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation KV-cache update logic is different from Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing `fpn_position_embeddings` in SAM3 output is unrelated to the MoonshineStreaming sliding-window off-by-one." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Wrong tensor indexing in `/v1/responses` cache continuation is a different bug from cache lazy initialization causing recompilation." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to missing files during processor save_pretrained." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/streaming related, but one is a window-mask off-by-one and the other is a padding-calculation bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but they describe different functional issues (`torch.split` returns vs missing ReLU)." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered `position_ids` buffer is not the same as processor save_pretrained omitting files." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers load hanging and SigLIP zero-probability outputs are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer runtime behavior and a wrong docstring for `position_ids` are not duplicates." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video `vision_position_ids` mismatch is a different problem from MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to the streaming sliding-window mask bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure is different from sinq quantization breakage after save/load." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issues are unrelated to the `SequenceFeatureExtractor.pad` NumPy conversion inefficiency." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 meta-init incompatibility is different from Qwen3.5 `save_pretrained` writing incorrect visual encoder keys." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are not the same failure." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA RMS norm epsilon precision discussion is unrelated to meta-initialization incompatibility for old checkpoints." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing `transformers.onnx` module and XLMRoberta Flash Attention 2 support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 47, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + 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"issue:45753", + "accept": false, + "reason": "Different model-specific issues: FineGrainedFP8 accuracy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenization, but one is offset mapping and the other is special-token insertion on a different model." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but not the same concrete bug as the specific is_offline_mode import failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong decoder type are different tokenizer bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Cache/offline loading and quantized model saving are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to a wrong docstring." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "One is a model-type warning; the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg propagation and D-FINE auxiliary-loss behavior are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision error in MLA layernorm is unrelated to a docstring typo." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs after checkout/init are not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Specific BPE-marker handling on one tokenizer is not the same as general tokenization drift across versions." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and pipeline-parallel output corruption are different failures." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in Sentence Transformers is unrelated to a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and NameError importing sentence-transformers are different regressions." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to a torch.split indexing bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Missing RoPE layers and incorrect tied-weights warning are distinct model-architecture issues." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug and a model load failure are different problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized-save failure is not the same as failing to load a multimodal model." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is unrelated to incorrect pipeline-parallel outputs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading registered position_ids and tokenizer_class mismatch in saved config are different serialization bugs." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek tensor-transpose issue and Minimax numerical mismatch are different numerical/code-path problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs are separate 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": 48, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + 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false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import errors, tokenizer quirks, and model-specific bugs. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: multiple import failures after upgrading to Transformers 5.5.0, which best matches the cluster\u2019s many import/regression-style issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue overall because it captures the widest shared theme in the set and can subsume nearby import-regression reports better than the narrower, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-related, but one is a sentence-transformers NameError and the other is a CI break from removed auto_mappings configs; different code paths and fixes." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific failures: save_pretrained on dequantized Ministrals/Devstrals vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "41628 is one specific missing export (AutoImageProcessor), while 45278 is a broad summary of many import errors; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated bugs in different subsystems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "One is missing kwargs propagation in AutoProcessor.from_pretrained; the other is chat-template crashing on tool-call assistant messages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping errors and assistant_mask generation failures are both tokenizer-adjacent, but not the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU concern and GLM-5 RoPE implementation are unrelated topics." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both mention SAM 3 Video, but one is a model-type warning and the other is a missing attribute on encoder output; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior regression versus multimodal assistant_mask bug; different failure modes and fixes." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization behavior, but one is general tokenization differences across versions and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime issue and tokenizer_config save_pretrained mismatch are separate problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and gguf_file loading failures are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug and mm_token_type_ids defaulting issue are different behaviors in different workflows." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both involve tokenization-related code, but one is offset mapping and the other is stale espeak backend language state." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both affect Qwen3.5 around save/from_pretrained, but one is saved-checkpoint corruption and the other is a loading error for the Moe variant; too different to merge." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8/MoE/model-loading issues; no shared concrete bug path." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe regression and position_ids buffer/read error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import errors, but for different symbols and likely different release breaks." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "General tokenization regression across versions versus Deepseek-specific incorrect tokenizer results; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype drift and pipeline-parallel output corruption are distinct distributed-training issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode and missing HybridCache are separate import failures from different API removals." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification example issue are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 load failure are different environment/release issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are unrelated model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention kernel branching and SequenceFeatureExtractor.pad performance issue are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "v5 tokenization space-cleanup behavior change and stale phonemizer backend state are different tokenizer issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate problems even if they affect the same model family." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing layer_type_validation import and a broad set of import errors after upgrade are not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads after checkout/init are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug and SigLIP2 implementation mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 49, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:44355|issue:46231", + "issue:43976|issue:45446", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655" + ], + "prepared_review_unit_hash": "5cafc7d2ee8714fcdf981283afbf1b80b2d8f4153d35bac81500b44624b01f6e", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35261, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone issues. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The closest-looking groups are tokenizer regressions and Qwen/Qwen3 family issues, but the specific failure modes differ.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44779 is the clearest, most concrete user-facing regression among the set, with a specific model/version scope and reproducible tokenizer behavior. That said, this cluster does not appear to contain a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best single anchor issue because it is specific, actionable, and clearly describes a regression rather than a broad symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file runtime errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and a PyTorch version check in flex_attention are different problems." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is decoder type in v5 and the other is DeepSeek output correctness; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen/Moe family, but different model versions and different failures (generic bug vs from_pretrained error)." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in unrelated models are not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and NaNs in classification heads are distinct symptoms with different likely causes." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor helper bug and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe save/load paths, but one is incorrect saved keys while the other is a from_pretrained load error; not clearly the same defect." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and a FlashAttention failure in Ministral are different model-specific issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and an incorrect pipeline() error message are different issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and a train-then-evaluate failure do not point to the same code path." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weights in UMT5Encoder and kwargs not forwarded in AutoProcessor.from_pretrained are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and over-padding in Swin2SR image processing are different components." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention 2, but one is a GPT2 support request and the other is a generic open issue; not the same change/bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are different problems." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and apply_chat_template on empty input are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsa is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() and a flex_attention version check are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code checkpoint meta-init incompatibility and numerical differences in Minimax attention are different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked prefill are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and tokenizer BPE-marker handling are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different tokenizer issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different model/backend bugs." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/regression issues and Wav2Vec2 phonemizer state leakage are unrelated tokenizer subsystems." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM and a video padding calculation bug in SmolVLM 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": 50, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "28f2e89c0ddf9689b27bb58a1654fba357bccb9abe06a942cbdee34349f0628d", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35935, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is thematically related by transformer v5-era regressions, but the soft-paired items are not the same underlying bugs. I rejected all soft edges and picked the broad import-regression report as the best cluster anchor.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45278 is the most representative cluster anchor: it describes a broad wave of import errors after upgrading from 4.57.0 to 5.5.0, which matches the general regression theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue for this cluster because it is broad, user-facing, and plausibly encompasses multiple narrower import-breakage reports without being overly specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is an init_empty_weights TypeError and the other is PretrainedConfig type-checking; different code paths and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model loading failures and empty-list chat template crashes are unrelated bugs in different subsystems." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin issue and a PyTorch version check bug are both dependency-related, but they are not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash-attention crash on sink-less models are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head serialization and NaNs in classification heads are different model-state problems." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors affect different model families and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they concern different models and different tokenizer behaviors (offset mapping vs output correctness)." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are distinct problems." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking breakage and stale config dtype after from_config are different behaviors in separate APIs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and a pytest-xdist race in patched testing utils are related only by file area, not by the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video-processor shapes and an AutoProcessor crash without torchvision are separate video-related failures." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing utility bug and a SequenceFeatureExtractor.pad performance issue are different problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and a Qwen3.5 save_pretrained regression are unrelated issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer mapping None bug and a Mistral regex patch AttributeError are different tokenizer internals." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different modules." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker model-type warning and a MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and a padding performance regression are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization changes across versions and a noisy logging message are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config rejection for granite_speech and a documentation parameter-name mismatch are different classes of issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a tensorflow_text backend-mapping error are unrelated import/loading issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 from_pretrained error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior controls and MLA q_a_layernorm precision/config issues are distinct." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference failure on B200 are different model/runtime problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are separate validation failures." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API settings and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3next-family loading, but the specific broken code paths and model variants differ." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "A missing rms_norm_eps precision bug and numerical differences in Minimax MSA attention are not the same issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is a specific API break, while 45278 is a broad upgrade-wide import regression report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing configuration_utils import and a _torch_extract_fbank_features issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "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:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "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:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44410|issue:45375" + ], + "prepared_review_unit_hash": "d0767258c00a8eb0d599bb0b478a790ca08107a28d39466704626d3af4a599b1", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37239, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated v5/model-loading regressions with no accepted soft duplicates. The tokenizer reports (43066/43122) are the closest pair, but the packet does not justify merging them, so the duplicate claim stays conservative.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43122 is the best representative of the tokenizer-regression subgroup because it describes the user-visible version-to-version tokenization drift most directly; however, it is not strong enough evidence to merge it with 43066 as a proven duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest anchor in this cluster for the tokenizer behavior-change thread, but the 43066 pair remains only soft similarity and should not be treated as confirmed duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: ignored SGD args vs double optimizer stepping under deepspeed." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM internals and symptoms; no concrete shared code path." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-related, but only soft similarity is present and deterministic_accept=false; not enough to confirm the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is API removal and the other is a position-id key issue." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: generation cache/chunked prefill vs a testing utility bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: import error vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Both mention loading/backend issues, but they are different model and TF/tensorboard problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Same broad Qwen3-VL family, but the reported failures are different code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Completely different regressions: type-checking vs TensorFlow backend detection." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: save_pretrained sharding-size question vs Qwen3.5-MoE loading error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal bugs: missing image-patch method vs RMS norm epsilon precision issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a compile warning and the other is a load-time dtype mismatch." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals and symptoms; no clear shared code path." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek implementation bugs with no concrete overlap." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2, but for different models and different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related Qwen3-VL variants, but the titles suggest distinct loading/shape issues rather than the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Flash-attention-related, but one is unsupported FA2 on a model and the other is degenerate training under FA3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Unrelated regressions: embedding-tie removal vs gguf_file preload handling." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "modeling_utils sys.modules access bug is unrelated to the testing_utils issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor/torchvision import crash is unrelated to the testing utility bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "One is a missing import, the other is a documentation parameter mismatch." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but the precision/config epsilon bug is separate from the RoPE implementation discussion." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and different failure modes: infinite loop vs memory overflow." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are from_pretrained/load regressions, but the titles point to different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the testing utility issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different failures in different multimodal/model components." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling vs pipeline partial-batch finalization are not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence and Deepseek-V4 tensor conversion are distinct implementation issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie removal and flash_attention s_aux crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading crashes, but caused by different missing dependencies/modules." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but from different modules and likely different dependency/version breaks." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3 family issues, but they refer to different missing fields/projections." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for the tokenizer pair. In the packet, every soft-pair verdict has deterministic_accept=false, including issue:43066 \u2194 issue:43122, so marking that pair accepted is not grounded. Please keep the duplicate claim conservative or reject the pair unless there is stronger packet evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 52, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "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:43986|issue:44117", + "issue:44938|issue:46178", + "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" + ], + "prepared_review_unit_hash": "ac71e646b107f6634bca3738a853deee80e3ae5a3ec5a8ebe727f457dcd23f9f", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37681, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the similarities are mostly broad subsystem overlap (v5, quantization, processors, tokenizers) rather than the same concrete bug. I\u2019d anchor the cluster on the active quantization/offloading regression in issue 43873, but it is not a duplicate of the other items.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43873 is the best anchor: it is open, has the most discussion/inbound references here, and describes a broad user-facing quantization/offloading failure with active investigation. The other issues are more specific, one-off regressions in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the clearest ongoing impact and the strongest triage signal, so it is the most suitable representative issue in this set even though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different failures: optimizer-state corruption under v5+FSDP2+PEFT vs Liger Kernel not being applied with model_init. Same ecosystem, not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a missing/removed config API in v5; the other is broken save/load for quantized sinq models. Different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a v5 bug on Qwen3-VL-Moe while the other is missing projections in qwen3next layer 0. Not the same defect." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/video-model loading without torchvision is unrelated to the 50GB shard-size default in save_pretrained()." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is the meaning of num_frames. Related area, distinct issues." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs apply_chat_template crashing on an empty list are unrelated behaviors." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in a model integration test is a test-flakiness issue, not a logging-message bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols: layer_type_validation vs HybridCache. Different breakages." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-V4 dtype/transpose bug is a concrete model implementation issue; the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One concerns a removed config attribute in v5; the other is an offloading/quantization runtime failure. Same broad area, not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken special-arg duplication is different from TOKENIZER_MAPPING_NAMES returning None during from_pretrained()." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping failures are unrelated to the DiffusionGemma image-text-to-text pipeline breakage." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train is a lifecycle/runtime bug; import Trainer failing because datasets is installed is an import-time dependency issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still causing network calls is unrelated to UMT5Encoder missing embed_tokens.weight on load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor not forwarding kwargs to cached_file is unrelated to the auto_docstring AttributeError with future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention is a model backend bug, not the chunked-prefill recompilation issue." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision and tokenizer mapping None are different failure modes in different subsystems." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save-pretrained topics but distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Quantized model save/load failure is unrelated to Qwen3_5 looping on a specific image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Incorrect translation-task messaging in pipeline() is unrelated to Pipeline save_pretrained support." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training-size bugs are not the same as Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning on bfloat16 compilation is different from a compile-time SDPA model failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy classes leaking into dir(transformers) is a packaging/surface-area bug, not a logging issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is a float32 precision warning during compile and the other is a tie_word_embeddings config warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5Encoder load is unrelated to the 50GB shard-size default 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 another issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python version compatibility are different problems." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Lack of FlashAttention 2.0 support in Nemotron is distinct from GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config API in v5 does not match a noisy logging-only complaint." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken broadly is not the same concrete bug as a DeepSeek dtype/transpose issue." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific scaling loss is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to an import-time Trainer/datasets problem." + } + ] + }, + "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": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "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: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:29870|issue:36296" + ], + "prepared_review_unit_hash": "835ad73b76db09dce24f49c72422aec2268172ade17f597d331d154188739167", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37638, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of Transformers issues: import errors, config regressions, model-specific load/save bugs, and a few backend/runtime problems. None of the soft-similarity pairs are close enough to treat as the same underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:36683 is the most central and actively discussed node in the set, with multiple soft links around it, but it is still a specific Gemma3Config vocab_size bug rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the best representative issue here because it is the most concrete and well-discussed bug among a largely unrelated mix of regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/FP8, but one is save_pretrained and the other is from_pretrained; different code paths and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is a different bug from zero-loss sequence classification behavior." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/import problems, but one is TF backend omission for pip extras and the other is Trainer import shadowed by datasets." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they reference different missing symbols from different modules." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to the bfloat16 compilation warning." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compile-related, but one is a precision warning while the other is a torch>=2.9 flex_attention failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning the wrong label array." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation failure is different from batched chat-template processing crashing with padding=False." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and fp8 inference support are different model/feature issues." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is hidden_states not being returned." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression and GPT2 attention-scaling backend behavior are different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import cleanup for layer_type_validation is unrelated to local_files_only still triggering API requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 dropping RoPE layers and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is distinct from saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression is not the same as a generic state_dict-sorting load error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to the Trainer import issue caused by datasets." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation and bidirectional attention mask construction are separate Gemma4 bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size in Gemma3Config is unrelated to missing fpn_position_embeddings in Sam3VisionEncoderOutput." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; not the same underlying defect." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 unsupported for NemotronHForCausalLM is unrelated to invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat/completions request rejection and SAM3 memory overflow are unrelated runtime failures." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix load regression is unrelated to pipeline serialization." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs still mentioning return_all_scores is a documentation mismatch, not a save_pretrained bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config vocab_size and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted state_dict load error is a different bug from Qwen3.5 checkpoint corruption in save_pretrained." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they affect different Python versions and failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and bidirectional attention masks are separate Gemma4/Qwen3.5 issues." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are different configuration bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained regression do not share a concrete code path." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are different config-sync bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask initialization bug is unrelated to tensor-parallel training problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "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:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "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:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "95216ab8192ae7a18eecc3d9c5e99e5aefd498c69d8ad3d9ae3cb04e01a11723", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues that only share broad themes like v5 regressions, import/load failures, and model-specific bugs. I did not find any soft-edge pair that looks like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative because it captures the broad post-upgrade import failure theme affecting many models, even though the other reports are narrower and not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest global representative for duplicate triage: it is recent, broad, and centered on the same general class of import/load regressions after upgrading to v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve model loading errors, but one is a missing `embed_tokens.weight` path in UMT5Encoder while the other is a Qwen3.5 MoE `from_pretrained` failure; different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` on cache updates is a specific runtime correctness fix; 45278 is a broad import-error report after upgrade, not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD arguments not being used is an optimizer configuration issue; importing Trainer failing due to `datasets` is a separate import-resolution problem." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart `generate()` hits an unassigned `decoder_attention_mask`; tokenizer loading regression is a different code path." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are not the same as the Python 3.13 DebertaV2 `@torch.jit.script` parsing/IndentationError." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python 3.14 import/load failure, the other is a `PretrainedConfig` type-checking regression." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted `state_dict` loading and Gemma pipeline roundtrip on \u2581 are different failures." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing `vocab_size` on `Gemma3Config` is unrelated to the FSDP2/PEFT optimizer-state bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A load-order/state_dict issue is not the same as Qwen3_5 vision config fields being dropped by `@strict`." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing `set_seed()` causes flaky model tests; xdist workers racing on `captured_info.txt` is a different CI race." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both concern import performance, but one is about removing `import *` in models and the other is a general slow-import report; not clearly the same underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache-update `no_grad` bug is not the same as a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM under TP are related only at a very high level; the concrete failures differ." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and patchtsmixer `post_init` restrictions are unrelated model issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update `no_grad` is unrelated to the Python 3.9/3.10 compatibility problem." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A state_dict load-order issue is not the same as Qwen3.5 saving incorrect visual encoder keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing `embed_tokens.weight` and Qwen3.5 MoE `from_pretrained` failure are different model-specific regressions." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch for AutoModel and a Bart tokenizer/eval bug are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is missing attentions output and the other is an architectural inconsistency between two CLIP text model classes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion has no overlap with DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SAM HQ test seed flakiness and GraniteSpeech stale device override are distinct CI problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test flakiness and stale Sam3LiteText auto-mappings are different issues." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and SmolVLM `num_frames` semantics are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making API requests is not the same as `AddedToken(..., special=...)` getting duplicate keyword arguments." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` handling for MoE is a serialization bug, while missing `_tp_plan` is a tensor-parallel metadata issue." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in `transformers serve` is unrelated to trust-remote-code cache file lookup failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload failures after upgrading versions are different load-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 55, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "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:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "df4eab729603e6f28b734720d0501b2a2ebca5567b618f94308897d0e654d915", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38600, + "estimated_input_tokens": 9650, + "estimated_eval_tokens": 19556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions, import errors, docs issues, or model-specific bugs. Only the RoFormer pair looks like a true duplicate; the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue. The only clear duplicate pair is issue 46143/46144, and 46144 is the better root-cause report because it names the attention-interface gap directly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46144 is the strongest representative of the only real duplicate pair: it describes the underlying RoFormer attention-interface problem rather than just the symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is int4 OOM/memory growth and the other is checkpoint reload failure; different symptoms and likely different code paths." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing Transformers symbol and FileNotFoundError loading a cached trust_remote_code model are unrelated load failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad semantics and Sam3PixelDecoder dummy Conv2d are different model/runtime changes." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "A missing image-processor method in GLM46V is not the same bug as cached trust_remote_code file lookup failure." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated issues." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI behavior and AttentionInterface.register behavior are different features and code paths." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan metadata and the other is a from_pretrained failure; not enough evidence of the same defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-reporting failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Top-level import failures for different symbols usually indicate different export/compatibility bugs, not the same issue." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-family issues, but one is tensor-parallel metadata and the other is a config field being dropped; different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video-frame count semantics and AutoProcessor backend-missing behavior are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation kwargs update after sync_gpus are separate generation internals." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-API documentation confusion are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network calls and an unrelated placeholder issue have no overlap." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 moe save_pretrained behavior are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Pipeline-removal docs cleanup and an unrelated issue title are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generation crash and docs confusion about model.forward inputs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different model families and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are distinct issues." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline.save_pretrained failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and broken transformers env CLI are different compatibility problems." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward is unrelated to the missing layer_type_validation import." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and missing Qwen2.5 VL export are different failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Uninformative title and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are different issues." + }, + { + "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 unrelated placeholder title are not duplicates." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing import and broken env CLI are different breakages." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mismatch on return_all_scores are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": true, + "reason": "Both describe the same RoFormer bug: kwargs are not flowing through because the attention implementation bypasses the attention interface." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error and cached trust_remote_code file lookup failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained behavior and FP8 inference support are different code paths and likely need separate fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor and missing PreTrainedModel exports are both import errors, but not the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init and B200 FP8 inference are unrelated GPU/model issues." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative throughout. The lone accepted duplicate pair, issue:46143/46144, is well-supported by the titles, and the summary does not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 56, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|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" + ], + "prepared_review_unit_hash": "3dc46dbadc1409cdc930fe1c7ae4ecd656a9c60e0d8a6847a518e70a38cfa05d", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39405, + "estimated_input_tokens": 9852, + "estimated_eval_tokens": 19960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: issue:45003 remains the best representative of the lazy-loading/import-path regression, but none of the soft-edge pairs have enough evidence to be treated as duplicates. The two checkpoint/import-related pairs are only topical overlaps in this packet and should stay separate absent stronger linkage.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45003 is the most concrete root-cause report in the set because it identifies unsafe sys.modules access in modeling_utils, which is more specific than the broader symptom-style lazy-loading report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the strongest overall issue candidate because it describes a specific failing code path rather than a generic regression symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Broad v5 regression vs a specific Qwen3.5 chat crash; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs a cache-strategy typo; different issues." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure vs TensorFlow backend error; unrelated symptoms." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to SmolVLM num_frames semantics." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save_pretrained files vs a generic bug report; too little evidence of sameness." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL/MoE bug vs missing tensor-parallel plan; different concrete failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both mention import/lazy-loading behavior, but the packet only shows topical similarity and no direct evidence they are the same underlying bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "2D bbox/output issue vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is bbox output hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs cache missing during chunked prefill; not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command vs checkpoint reload regression; unrelated features." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5 regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are about v5-era checkpoint/loading incompatibilities, but the packet gives only broad topical overlap and no direct linkage to justify duplicate status." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is model-specific, not the broad 'many models break' report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the broad v5 regression complaint." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Generic import errors after upgrade vs generic breakage complaints; not a single concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion question; different topics." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowdown from import-star usage vs missing Qwen3_5ForCausalLM import; different symptoms and likely causes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel application with model_init; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness vs scheduler kwargs being ignored; different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import is slow sometimes vs lazy loading not working properly; related area, but not enough to treat as the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command regression vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error vs Qwen3-VL bbox output bug; different failures." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL output bug; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; different APIs and code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs regression vs PretrainedConfig type checking regression; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save vs generic bug report; no duplicate evidence." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-performance issue vs HybridCache import failure; not the same underlying bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor padding performance; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support issue vs broad v5 breakage report; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output issue vs Qwen3.5 MoE from_pretrained failure; different model paths." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support vs import error for Qwen3_5ForCausalLM; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy vs tied-weight key AttributeError; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; different concerns." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command breakage vs lazy loading failure; same broad area only, not same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is generally careful, but it overcommits on two soft-edge pairs. In particular, treating issue:44273\u2013issue:45003 and issue:44556\u2013issue:45092 as accepted duplicates goes beyond the packet evidence, which only shows topical similarity and no direct linkage. The summary should stay more conservative and avoid claiming these are likely duplicate pairs without stronger grounding." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 57, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "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: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:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "1bb382372727aec223b4af5341a57f6bbb7329a87673db152db3079fd1fcce01", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39688, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bug reports about loading, tokenizers, processors, attention kernels, training, and CLI/docs issues. The soft pairs are mostly keyword-similar but do not describe the same underlying defect or fix, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items do not share one underlying bug or change; the apparent overlaps are broad topical similarities only.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no single report that safely represents the others because the cluster spans multiple unrelated code paths and products.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different bugs in different components: Qwen3VL timestamp math vs SmolVLM video padding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling are distinct code paths." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` CLI and Qwen3_5 import failure are not the same issue." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwarg handling are different areas." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leak in Qwen3ForCausalLM are unrelated changes." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is not the same as Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared expert gating and a `comb.to(...).transpose(...)` bug are different model issues." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation do not match." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific, but they target different architectures and bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network calls with `local_files_only` is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and Qwen3 VRAM leak are separate concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 5.0 regression complaint and a Qwen3_5 import error are not the same fix." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and `processor.save_pretrained` missing files are different processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` for MLA q_a_layernorm is a different bug than Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are separate missing-symbol issues." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "NemotronH Flash Attention support and Qwen3_5 import failure do not share a concrete code path." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a general behavior difference and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific Flash Attention 2.0 support request is not the same as a generic FA2 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated placeholder issue have no overlap." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is unrelated to the broad Transformers 5.0 complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key crash and chat-template tool-call crash are different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a config regression, not tied-weight handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and processor.save_pretrained file omission are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and separate support requests." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask error and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training and slow from_pretrained loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bug are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-argument documentation confusion are not the same defect." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and Qwen3.5 MoE from_pretrained error are different topics." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support and FP8 MoE inference support are separate feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface issue are unrelated model implementation topics." + } + ] + }, + "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": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-483", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "3f58f6c59ec8a1f329d4f997588724cd7ad6b4d7dd6e1940da4beba54e3dfdd0", + "component_budget": { + "node_count": 483, + "item_count": 483, + "soft_pair_count": 1779, + "serialized_chars": 922196, + "estimated_input_tokens": 230549, + "estimated_eval_tokens": 461354 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7773, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated models, config typing, tokenizer warnings, and attention/loss plumbing. I don\u2019t see a single underlying bug/change that ties them together as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items describe distinct problems in different subsystems, so any one issue would be misleading as a cluster representative.", + "canonical_pr_reason": "No canonical PR candidate is present in the provided items.", + "best_issue_reason": "None of the issues is a good global representative because there is no shared root cause across the set.", + "best_pr_reason": "No PRs were provided, so there is no global best PR.", + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different bugs: Mask2Former ignore_value is unused after definition, while DeepSeek-V4 shared expert is not gated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated concerns: ModernBERTConfig type-hint correctness vs tokenizer regex warning after v4.57.3." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different code paths: one is a model-specific ignore_value bug, the other is kwargs not being forwarded to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are unrelated implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "One is a segmentation/model-loss parameter bug; the other is a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different components and failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is not the same as a typo in a quantization operation reference." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs into loss computation is unrelated to a config type hint being incorrect." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but they concern different symbols and different files/problems." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No common root cause: model ignore_value usage vs config annotation mismatch." + } + ] + }, + "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": "b4e3214cd83af9e934a11678af538820c9cd3023b91a35d21a97f56d3a8d6fae", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated features: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. There is no meaningful duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and problems: tokenizer truncation option vs Wav2Vec2 time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No overlap in functionality; one is about truncation strategy, the other about learning-rate scheduling." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different requests: scheduler-like behavior vs extracting word start/end offsets from audio models." + } + ] + }, + "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": "926d579f22ebd1775f1ab594bef8b3a6fa23cf6f84eceb0767aeeb0b38eccac9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about Tapas tokenization mismatch, one is about private-model auth/error messaging, and one is a general model-loading failure for bert-base-uncased. The cluster is too loose for a single canonical issue.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different failure modes: tokenization behavior vs model loading/import failure. No evidence of the same underlying bug or code path." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is specifically about private-model download/auth error messages, while 16618 is a general inability to load bert-base-uncased. Related area, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "f8a7b0237f4df2267d442ac1587bb9ff25648187079c582e9c93a9b709f12b36", + "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-contribution issues: one for Flash Attention 2 support and one for GGUF support. They share only a broad \u201ccommunity contribution\u201d framing, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #33260 is the more specific and later task, with a clearer concrete scope (GGUF support for more architectures) and stronger discussion activity/inbound references, making it the better anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #33260 is the best representative of its own topic because it states a concrete feature request and appears more developed in discussion than #26350.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests: Flash Attention 2 architecture support vs. GGUF architecture support. Same broad subsystem/theme, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "2939a2d86eca5a1a213432af0717c41fdf7993379bf738a086be35c0a0a04262", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are separate i18n translation-request issues for different languages and should not be merged. The only clear duplicates are the near-identical generic placeholder translation issues (43834/44365/44370) and the exact duplicate Thai-titled pair (46222/46226).", + "confidence": 0.87, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical placeholder translation-request issues and is a reasonable representative for that duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best single issue representative here because it is the earliest closed placeholder-style i18n request and matches the duplicated template cluster more cleanly than the language-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets (Turkish vs generic placeholder); same broad i18n theme is not enough to merge." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; these are separate language requests." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs Romanian)." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests (Turkish vs Spanish)." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder template; not the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language requests; only broadly similar by topic." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Spanish vs Romanian)." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language requests; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder template; too vague to treat as the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder template; different concrete request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language/request specifics (Romanian vs placeholder template)." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language requests; Romanian and Thai-titled items are not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language requests; not a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation-request title/body pattern; near-identical duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder i18n request template with near-identical content; clear duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles and visible request text differ; likely different language-specific issues despite body similarity." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different visible request/title; not safe to merge as the same concrete issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation-request issue template and near-identical content." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different visible request/title; body similarity alone is not enough here." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different visible request/title; not clearly the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different visible request/title; do not merge based on broad template similarity alone." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different visible request/title; not the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate pair: same title and effectively identical content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate claims for 43834/44365/44370 are supported by identical template titles plus very high similarity, and 46222/46226 is an exact duplicate pair. The rejections for language-specific issues are also appropriately cautious given the visible titles. No overstatement detected." + }, + "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:43671|issue:43909", + "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": "996535c74e56585b28e88eef6cd19dbdaea4ea89858b19fb6f86674d0a9dea4b", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24148, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24148, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose set of model-request issues with only superficial title similarity. The soft edges mostly connect unrelated model additions or adjacent but distinct support requests, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue #43671 is one of the most central and active nodes in the cluster, and its title is a clear representative of the recurring 'add model support' request pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43671 is the best single issue anchor here because it has high discussion activity and sits near the center of the soft-similarity graph, even though the cluster itself is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support vs DEIMv2 are different model additions with separate implementation targets." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models and would not be merged into one fix." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model-add requests with no shared concrete bug." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model support requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Adding RF-DETR and adding the weight-sparse transformer are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are separate model additions, not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the sparse transformer request are different features." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different architectures and tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model add requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct models, not one duplicate request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are different code-path changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests with no shared concrete fix." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like RoPE support is not the same change; one adds models, the other a positional encoding feature." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are adjacent but distinct modalities, so they are not the same bug or change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support target different models and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and tasks." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "An audio-model addition is not the same as adding SWA+sink to Granite models." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are separate model-request changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different models with different implementation needs." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language models; similar broad area, but not the same change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the Mirko Privitera issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the Mirko Privitera issue do not describe the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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": "698fca07850c84424ac0688a332a55e525cc6bbf54c0409b8fdea50082525111", + "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 two issues are not duplicates: one is a documentation request to add `pruna` as an optimization framework, while the other is a vision RoPE refactor. They do not describe the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46443 is the more substantive technical item in the pair; #38740 is a docs-only request and unrelated to the refactor topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the better representative issue only in the sense that it is the more concrete engineering task; however, it is not a duplicate of #38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and domains: docs entry for an optimization framework vs. a vision RoPE refactor. No shared target, filenames, or 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": 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": "302acae6e976d5b0d559b52ae0fab5930e335641863188236e0c6f39ea43b2d9", + "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 requests a generic \"Set Block Decoding\" change, while the other asks for \"DeepSeek v3.2 support.\" They touch different underlying problems and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43037 is the more concrete and actionable issue, but it is not a duplicate of issue:41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles and implied scopes are unrelated: block decoding configuration vs model support for DeepSeek v3.2. No shared target, filename, or concrete bug path suggests 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": 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": "a0f1e8222a646ad364e5f71a10efe0ed153795fec94d63502ceea384d66058ae", + "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 related only at a broad theme level (memory-efficient model variants), but they describe different features for different modules: FLCE/TiledFusedLogitsLoss flag handling vs. integrating TiledMLP. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #41306 is the more concrete, actionable report: it names a specific API path (`from_pretrained()`) and a specific missing flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative because it is narrowly scoped and likely to map to a single fix; #41826 is a separate feature request for a different component.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: one is about enabling a FLCE/TiledFusedLogitsLoss flag in `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. They may share a theme, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 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": "b585555e335a97947516661cfa5b3602d82fb84fed62a4e1283c508cb7d0b275", + "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 are related only at a broad Trainer/customization level, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Neither issue is a clear canonical for the other; they cover different Trainer behaviors and fixing one would not resolve the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is slightly more concrete and self-contained around a specific Trainer setting (`remove_unused_column`), so it is the better representative of the pair if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention Trainer customizability, but one concerns unused-column handling and the other concerns FLOPs accounting. They are distinct bugs/features, 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": 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": "68315b08333b0050879bb0d3a6ab7ade23584380976e8e6d6afe3d6a16705903", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Qwen model support gaps: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related at a broad library level but not duplicates of the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different API surfaces (Qwen3-Omni registration vs Qwen3.5 sequence classification 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": 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": "bbc736afb87ad6b672bbca35f58ce4bf839037d3938649da9a0bdf644f0bc3ff", + "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": "This cluster appears to be mostly low-information duplicate issue noise around the repeated title \"huggingface\"; one outlier titled \"Fett\" does not look related. No PRs are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" issues and is the best representative of that duplicate-looking subset; 43846 and 43859 look like later repeats.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue candidate because it is the earliest repeated \"huggingface\" report and has the same title as the other likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ completely and there is no body/detail evidence tying \"Fett\" to the \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete evidence of the same underlying issue; only generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared target or discussion details to support duplication." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title, but the reports are empty/low-detail; not enough evidence to confirm the same bug or change." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Generic title match alone is insufficient to prove the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "No substantive evidence beyond repeated wording; reject as duplicate candidate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 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": "97dcd395bdae0526566df0291ba40e6fd89c2579af8e0f209c4b7fe46b0ffa56", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam/placeholder issues. The three \"\" reports are likely duplicates based on identical titles and similarly tiny bodies, but the evidence is not strong enough to call them definitively identical. The other two issues have different titles and do not appear to match that spam cluster.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44371 is the earliest of the likely duplicate \"\" issues and is the best representative for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best single issue candidate because it is earliest among the likely duplicate spam reports and has matching minimal content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Likely duplicate pair: same placeholder title and similarly empty bodies, with no contrary detail in the packet." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Likely duplicate pair: same placeholder title and similarly empty bodies, with no contrary detail in the packet." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different title and different apparent intent; this looks like a documentation-related item, not the same placeholder spam report." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different title and no concrete evidence they describe the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request does not look like the same underlying issue as a placeholder spam report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation enhancement request does not look like the same underlying issue as a placeholder spam report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Likely duplicate pair: same placeholder title and similarly empty bodies, with no contrary detail in the packet." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different title and no concrete evidence they describe the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different title and no concrete evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level direction is reasonable, but the response overstates the evidence. The packet only shows identical titles and very small bodies, plus soft_similarity; it does not prove the three issues have identical content or are clear/true duplicates. The pair verdicts should be phrased more conservatively as likely duplicates, not definitive ones." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "4165118dff456224a224cfb606697cd3ee0633adee7605cce12b5f87e9a0aa9e", + "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 issues are strong duplicate candidates: they share the exact title and very similar body lengths, and #45145 has an inbound reference. The metadata is still limited, so this is best treated as a likely duplicate pair rather than a proven one; #45145 is the better canonical candidate because it is the more connected report.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue choice because it has the same title as #45151 and the only inbound reference, so it is the more connected instance if these are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest overall issue candidate for the same reason: identical title, slightly more linkage, and no metadata suggesting a different scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and similar body lengths suggest a possible duplicate, but the packet does not include body text, explicit links, filenames, or diff evidence to confidently establish the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate/canonical direction is plausible and grounded by the identical title, similar body lengths, and the inbound reference on #45145. However, the writeup overstates the evidence in a few places: phrases like \u201cmatches almost exactly,\u201d \u201chighly similar content,\u201d and \u201csame underlying issue\u201d go beyond what the packet shows, since there is no body text, explicit link, or filename evidence\u2014only soft similarity with deterministic_accept=false. The conclusion should be framed more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "f279be5c658ad608d5b4607166a6fc2b691d79f680312bc58eaf7ce1ca505174", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both involve 4-bit inference, but they describe different failure modes and likely different fixes: 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. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the better canonical issue because it states a broader, configuration-level regression with a clear trigger and likely shared impact across models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the strongest standalone issue: it names the exact problematic setting, the observed failure, and the inference mode affected.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but the root causes differ: torch.finfo() on uint8 weights in Gemma4 audio modules vs. llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError. 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": "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": "a974efcb01c9fce9921fb171d031b48303d2b4b6321877dbb9a9127a2e74bd35", + "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 two closed issues are not duplicates: they are unrelated name/date strings with no technical content or shared bug report context, and likely spam or accidental submissions.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a suitable canonical representative; the two issues are about different people and dates and do not describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles refer to different person-name/date strings and contain no shared bug, feature, or code-path context; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7e311a3a46f912fa5e0e89a11ce589a31ed20012049aef706ca47ecae8e44708", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: they reference different people and different dates, with no body text or linking evidence to suggest the same underlying report.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the titles describe different individuals and different dates, and there is no supporting discussion or linkage indicating duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong global representative because there is no duplicate relationship; if forced, the earlier issue (#45764) is only marginally earlier, not meaningfully more canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles identify different people and different dates, and there is no additional evidence that they refer to the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "bd5f9edaba3f78848c98b416ce4d470f76bc7ecb1f3508c662a693e5c59ac9c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other requests FP8 training support. They address different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are unrelated in scope and target different functionality.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, #46295 is the broader and more referenced feature request, so it is the better cluster placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying changes: model-class addition for token classification vs FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e64dfe0ae51de8f6a337f6473814dbd6b3cbecbb4cabbb49e6fdd471504865dc", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two separate exact duplicate pairs\u201445870/45871 and 45872/45873\u2014plus one related but distinct issue (45869). There is no basis to rank one exact pair above the other; any representative choice between the two pairs is arbitrary.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45870 is a valid canonical representative only by arbitrary tie-break: it is one member of an exact-duplicate pair with 45871, but the packet also shows an equally exact duplicate pair at 45872/45873, so no pair is demonstrably stronger than the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is suitable as a representative duplicate issue because it has an exact twin (45871). That said, 45872 is equally suitable as a representative of its own exact-duplicate pair, so this is a tie rather than a strictly better choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related financial/DataForge topic, but the requests are different: a dataset bundle versus a prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related financial/DataForge topic, but the requests are different: a dataset bundle versus a prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title/body match with no visible substantive difference; this is a true duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same broad area, but not the same concrete request; the scraping-service component makes it a different issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad area, but not the same concrete request; the scraping-service component makes it a different issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad area, but different underlying request: generic prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad area, but not the same concrete request; the scraping-service component makes it a different issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title/body match with matching scope and no visible substantive difference; this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair judgments are mostly conservative, but the canonical selection overstates what the packet supports. The packet shows two equally exact duplicate pairs (45870/45871 and 45872/45873), so there is no grounded basis for calling 45872/45873 the uniquely \"strongest\" pair or 45872 the \"more descriptive\" version of its twin. Please soften that to an arbitrary representative choice or note the tie explicitly." + }, + "evaluator_used": true, + "retried": true, + "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": "04c88ef446d7f51c81ae6471c63e5eca76bd12beacc5a3e4651c761736dfcaf3", + "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": "Two open issues both involve static cache and linear-attention, but they describe different failures: one is a shape-corruption/runtime error during `early_initialization`, the other is a Qwen3.5 `KeyError: 'linear_attention'`. They are related in area, but not clearly the same underlying bug.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 46439 is the better cluster representative because it states a broader, more root-cause-oriented failure mode (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest tracker for the cluster since it describes the likely underlying static-cache/linear-attention problem in a general way and names the problematic initialization path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear-attention, but the reported bugs differ materially: 46439 is about wrong shapes from `early_initialization`, while 46441 is a `KeyError` for a missing `linear_attention` entry on Qwen3.5. That is not enough evidence to treat them as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "03bbf7cd7369a0c099cf7b1979fc3dce31d9df6a7e86e15c6f8d08f4e2866616", + "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": "The two issues are effectively identical reports of the same Wav2Vec2CTCTokenizer v5 special-token bug; issue 46552 is the better canonical tracker because it is open and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is open, already referenced, and matches 46551 exactly in title and apparent content, making it the better living tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the most suitable representative because it is open and appears to be the active discussion thread for the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; these are duplicate reports of the exact same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: the issues have identical titles, identical body length, and very strong similarity evidence (jaccard 1.0). Choosing the open issue 46552 as the canonical tracker is conservative and supported by its inbound references. No overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "f66ee13e2f78ff21c30bfdea60345e3baad4918d4ca8c103c3bc7211c5341449", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1565, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1565, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor shape mismatch during object-detection training, the other reports an out-of-memory failure after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46657 is the cleaner representative report: it describes a concrete runtime error with a specific symptom and training context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46657 is the best issue anchor for this cluster because it is more specific and actionable, while #46692 is a separate OOM symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different bug types: tensor size mismatch versus OOM after epochs. They do not appear to be the same underlying defect." + } + ] + }, + "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": "d194a74868ace96562135b095939233a60863ae0a0d0adfca57f3b724c3a1ff8", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40208, + "estimated_input_tokens": 10052, + "estimated_eval_tokens": 20360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity across unrelated PRs. The only true duplicate pair is the two `fixed_cross_entropy` patches, which both address the same `loss_utils.py` API gap.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair: it is directly issue-linked, narrowly scoped to `fixed_cross_entropy`, and cleanly describes the concrete fix of forwarding cross-entropy kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the only real duplicate here because it is the more explicit, issue-targeted implementation of the same loss-function change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model addition vs. an executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated scopes: Mistral tokenizer methods vs. adding the MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API work and executorch export testing are unrelated code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are not the same change as adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs. adding a new model; no shared concrete bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch `loss_utils.py` only indirectly via similarity; one fixes cross-entropy kwargs, the other is Mistral4 test/model cleanup." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage and Mistral4 test fixes are different issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to MobileLLM model introduction." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code and config-resolution ordering fix are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and the model-creation skill are unrelated; one changes model code, the other adds tooling/docs." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different problems; not mergeable as one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-family `layrnorm` renaming are unrelated bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test work and chat-response parsing updates are different subsystems and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Model test fixes are not the same change as MPS documentation updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are separate features/bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the new-model creation skill/tooling PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation and the model-creation skill are different artifacts, not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test changes and config-resolution ordering fix are distinct issues." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` gap in `loss_utils.py` by forwarding supported `nn.functional.cross_entropy` kwargs; they are mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative: the only clearly mergeable duplicate pair is PR 43251/43254, which share the same issue target and same `fixed_cross_entropy` kwargs fix. The other pair rejections are consistent with the diffs and titles and do not overclaim duplication." + }, + "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": "b4b6ecb38f6468ca84b3367ed54fd9df3efb6015a397eec8a94385d3f550e5ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related but not duplicates: #40546 is the initial VibeVoice integration, while #42781 is a separate VibeVoice Realtime follow-up with additional acoustic-tokenizer and generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR; #40546 is the base model integration and #42781 is a distinct realtime extension built on top of it.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative because it is the foundational VibeVoice implementation with the broadest initial scope and substantial review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: they share the VibeVoice subsystem and some filenames, but #42781 adds realtime/acoustic-tokenizer functionality and different code-path changes rather than fixing the same concrete issue as #40546." + } + ] + }, + "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": "6c505f0b0181094ff973a69484864ab175ce089c791d50ad08b966dc40ad1073", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same code path or represent a duplicate change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different feature areas (TimesFM covariates vs DINOv3 image classification); not the same underlying change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "f484c8b211526436abc32c6b281df4540ec39e5b95be2fed3ff9c48e225c56cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are maintenance PRs that update GitHub Actions versions, but they address different dependencies and different compatibility concerns. They overlap in workflow files, yet they are not the same underlying change and would not be merged as one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: PR 42975 is focused on Node 24 compatibility for several core actions (checkout/cache/upload-artifact), while PR 42976 updates docker/build-push-action and a few other workflow actions to latest versions. They are related maintenance, not one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative of the cluster because the cluster is mixed. If forced, 42975 is slightly broader and more central to the shared workflow maintenance theme, but it does not subsume 42976's Docker action update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different action families and different fix goals: one targets Node 24 compatibility for checkout/cache/upload-artifact, the other updates docker/build-push-action and related workflow actions. They share CI workflow files but not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "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": "2d5397765c26f1f16e1f389d7c0188178af53fc3c50d6f46520b34dac168c24a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24616, + "estimated_input_tokens": 6154, + "estimated_eval_tokens": 12564 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24616, + "estimated_input_tokens": 6154, + "estimated_eval_tokens": 12564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most PRs in this cluster are unrelated model-addition or infrastructure changes (Molmo, Molmo2, CTSM, distributed config). The only clear duplicate/same-change pair is the Step 3.7 Flash work: PR #46562 and PR #46658. I\u2019d treat #46562 as the cleaner canonical representative.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46562 is the best canonical representative of the duplicate pair: it is the main user-facing Step 3.7 Flash model addition with docs/tests, while #46658 looks like a WIP/supporting implementation and conversion script PR for the same model.", + "best_issue_reason": null, + "best_pr_reason": "PR #46562 is the strongest overall representative of the cluster because it is the most complete and directly product-facing Step 3.7 Flash change. The other PRs are separate model additions or unrelated config work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Both are model-addition PRs, but they add different models (ViT NEPA vs Molmo) and do not target the same code change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA versus Molmo2, with distinct files and implementation paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and model code; only broad Transformers registry/docs overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "Unrelated changes: a model addition versus distributed configuration support." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations and should not be merged as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Distinct model additions for different architectures; shared repo plumbing is not enough to call them the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model support and distributed config changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models with different code paths and test coverage." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model work is not the same underlying change as distributed config support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are model additions, but they add different models (CTSM vs Step 3.7 Flash) and touch different implementation areas." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model support is unrelated to distributed configuration work." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": true, + "reason": "These appear to be the same Step 3.7 Flash change: both center on the same model name/code path, and #46658\u2019s WIP scripts/mini-model artifacts look like supporting conversion/validation work for the PR #46562 model implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a621087015b5ecc5c4ec8fa0d8874223c4d3c750a5676a0042bd74565e1dccd2", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated PRs that all look like generic \"fix\" changes, but most are clearly separate: Whisper tests, backward-compat aliasing, doctest/typo cleanup, CI/test-only edits, generation watermark validation, FP8 dequantization, and MSA attention layout fixes. I do not see any true duplicates here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the strongest representative because it makes a concrete code-path fix in model loading / FP8 dequantization with supporting runtime and model changes, rather than mainly touching tests, docs, typos, or CI.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best global representative: it has the clearest substantive bug fix and the most explicit runtime impact across related code paths, while the others are either orthogonal or mostly non-functional cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test fixes are unrelated to the CLIP/ViT test edits; no shared underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode behavior and FP8 dequantization are different subsystems and different failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test cleanup and generation watermark validation are separate issues with no common code path." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compat alias for tie_weights is a concrete API fix; typo cleanup across many files is not the same change." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "Tie-weights compatibility and sparse attention/model edits are unrelated fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus CLIP/ViT test edits do not match the CI infrastructure change for Phimoe integration tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-file sabotage/placeholder assertions are not the same underlying bug as the FP8 dequantization fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different areas and the CLIP/ViT test edits do not indicate the same bug as generation validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only edits and code typo cleanup are not the same fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to MSA attention / MiniMax model fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/model-loading changes are unrelated to CI memory patching and Phimoe integration tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are real bug fixes, but they address different code paths: FP8 dequantization versus generation watermark config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "FP8 runtime fix and cross-repo typo cleanup are not the same change." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest documentation updates are separate from code typo cleanup." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI/Phimoe integration test infrastructure are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Generation watermark validation fix is distinct from broad typo-only edits." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Typo cleanup across many files is not the same underlying fix as sparse attention layout changes and related model code." + } + ] + }, + "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": "ad1e1850615e1a7fddc9d0709f87a6a6140333967e5f9f49ee8f61c491047db5", + "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": "Three open '[don't merge]' PRs that are only loosely similar in title/theme, but they change different code paths: packaging/setup, CI/workflow plumbing, and a security-gate workflow. No duplicate relationship is supported by the diffs, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs are unrelated validation/bot/workflow changes rather than the same underlying fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR stands out; each PR targets a different file set and purpose, so none is a clear representative duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/dependency/version-bump bot check vs a workflow trigger change. Same 'don't merge' label is not enough to indicate the same bug or change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They only share an incidental test file; one PR edits packaging/versioning, the other rewrites several workflow files and testing utilities. Not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflow-related files, but they modify different workflows for different purposes. They do not appear mergeable as one fix and are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "1933f0a6e0296429c7676add8f08a5d60b24782bfa020713ac8b4efc7b85e13c", + "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": "Two separate feature PRs in the same multimodal/pipeline area: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share boilerplate docs/registration changes, but they target different tasks, different pipeline classes, and different model/test integrations.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate here; if forced to pick one representative, PR 43613 is the broader pipeline addition with more model/test integrations and is slightly more central to the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better representative of the cluster because it spans more related codepaths and support files, while 43612 is a separate, narrower feature PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: Promptable Concept Segmentation vs Promptable Visual Segmentation. The shared files are mostly framework registration/docs, but the pipeline classes, task docs, and model/test coverage are distinct, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "9f813ec9ce25a4399ca0cd282dc64bb3a82f540ea180e5d91725ac7728aaa23d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate trainer.py extension-point PRs, both aimed at custom trainers but changing different code paths: gradient-accumulation loss scaling vs. signature/column filtering. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more central representative of the cluster because it changes the training_step loss-scaling behavior and adds an explicit hook for custom trainers; PR 43663 is a distinct trainer helper for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best single representative of the cluster, but only as a broader trainer extensibility change; it is not the same underlying change as PR 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: 43651 adds _loss_is_scaled_for_ga and adjusts gradient-accumulation loss normalization, while 43663 adds _get_signature_columns to customize dataset column filtering. Same file and similar extensibility theme, but separate code paths and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a347ba59ec84f257e2f91bb5e34e34dfa8566cbb236b86d075e34f0ff54bf9b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distinct open PRs touch the same CLI file but fix different NameError/type-annotation problems in different code paths; they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more explicit and narrowly scoped fix: it targets a TypeAdapter NameError when pydantic is absent and shows the exact typing/import adjustment needed.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because its title and diff clearly identify a concrete runtime failure and a minimal fix path, making it the stronger triage anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: both edit src/transformers/cli/serve.py, but #43656 fixes a different typing/annotation NameError issue than #43842. The diffs address separate failure modes and are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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", + 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"summary": "This cluster is mostly standardized output-tracing refactors across many model families. The only true near-duplicate line is the GPT-Neo and GPT-J/CodeGen iterations, where later PRs clearly narrow or extend the same code-path rewrite.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the broadest and latest GPT-J/CodeGen output-tracing refactor, covering both gptj and codegen and subsuming the earlier GPT-J-only iterations.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest representative PR because it is the most complete GPT-J/CodeGen iteration of the same standardized output-tracing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J/modeling_gptj.py output-tracing refactor; 44085 is a narrower iteration of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing rewrite; 44722 is the broader/latest iteration of the same code-path change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/modeling_gptj.py refactor; 44722 extends the same change to CodeGen as well." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing rewrite in the same file; one PR is a narrower/updated version of the other." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations; only the generic refactor theme matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths, so these are related but not duplicates." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model families with different forward paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model refactors, not one mergeable change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is broadly grounded, but several soft-edge verdicts are too conservative relative to the packet. In particular, the GPT-J/CodeGen line has strong same-file, same-target overlap: 44066\u219444722 and 44085\u219444722 are marked deterministic_accept=true in the packet, yet were rejected as merely related/different-model work. Those look like mergeable iterations of the same output-tracing refactor, not separate bugfixes. Because the verdicts miss clear duplicates/near-duplicates, I can\u2019t accept this evaluation as written." + }, + "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": "8e2aff89041ff0e8a2166bb9f53d1f1ac55973f266fe6d99f51a69631a1ba770", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are parallel, model-specific refactors to standardized output tracing/capture_outputs across different architectures, not duplicate bug fixes or mergeable single-change PRs.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate: each PR touches a different model and implements its own output-tracing refactor, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative only in the sense that it is the most concrete and scoped, with an explicit issue target; however, it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad output-tracing theme, but different models (FocalNet vs ImageGPT) and different code paths; not one mergeable change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both refactor output collection, but VisualBert and TextNet are separate implementations with different forward signatures and tests." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Different model families and different refactor details; only the general output-tracing cleanup overlaps." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model-specific changes, not the same underlying bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model implementations; shared standardized-output wording is not enough to merge them." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and different concrete code paths, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "334ff9718f2ea879309c14d54fe95b17bdb8e07f803e5662d270756cb8affc73", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similar-but-independent PRs that refactor output tracing across different model implementations. They share a common helper/decorator theme, but the affected code paths are model-specific, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a good anchor because it is a clear, self-contained output-tracing refactor with the same overall pattern as the rest of the cluster and touches a related model pair in one change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the cluster theme: it cleanly shows the tracing refactor pattern, is scoped to one model family, and is more substantial than the single-file variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (timm_backbone vs upernet); same refactor style, but not the same underlying code path or fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model implementations and forward paths; only the tracing refactor pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (timm_backbone vs univnet); not a single concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model code paths; too broad to be a duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (backbone vs RWKV); same output-tracing theme but not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Mobilenet V1 and UnivNet are unrelated implementations; these are separate refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different forward logic; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both refactor tracing, but they apply to different model families and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNet V1 output handling is unrelated to vision-encoder-decoder tracing changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and forward paths; not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; the shared pattern is only superficial." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; same decorator/refactor style is not enough for duplication." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs Mamba/Falcon-Mamba are distinct changes in unrelated modules." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different output-shaping behavior; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; no shared concrete bug or code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and runtime paths; too broad to merge as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Same refactor motif, but different model families and distinct implementation details." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet segmentation tracing and RWKV output handling are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model behavior; not a duplicate fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon-Mamba/Mamba and SuperPoint are unrelated code paths despite the shared tracing refactor theme." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths (Mamba/Falcon-Mamba vs CodeGen) and different tracing behavior; not one bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations; 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not a single underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth-Anything and RWKV are unrelated architectures; these are separate refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and forward signatures; same theme, not same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-encoder-decoder and RWKV differ in architecture and code path; no duplicate bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision encoder-decoder and speech encoder-decoder are parallel wrappers, but still distinct PRs with separate code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and different output-tracing implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-encoder-decoder and DPR are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and output semantics; not mergeable as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder and DPR are different model-specific refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated architectures; the shared helper pattern is superficial." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR touch unrelated code paths and do not fix the same bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different models with distinct output-handling logic; not a 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": 15, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "059834f36c02ef89fb78c280ccf97908cef463d74984f4125e338e5638e488f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated model additions that share only generic Transformers boilerplate and auto-registration files. They do not appear to fix the same code-path problem or be mergeable into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative: it is tightly scoped to Voxtral TTS, has an explicit issue target, and includes a focused implementation/test set. PR 44662 is a separate PenguinVL model addition with different scope and no issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best single representative of the cluster because it is more self-contained and better linked to a concrete tracking issue; PR 44662 is a distinct model implementation rather than a duplicate change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different changes: PenguinVL vs Voxtral TTS. Shared files are only broad registry/boilerplate locations, not the same underlying bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "5eae6c5fa14ecef93d6d03f24e2971950d2108dd5b6c219c2ab6e1438c99ba32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to model/kernel fusion, but they target different layers and are not the same change: #44979 introduces a new Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration plumbing. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the better anchor for the cluster because it introduces the core Module Fusion API and tests; the other PR is a separate, later kernel-config integration on top of that broader foundation.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the most representative and substantial PR in the cluster: it adds the central new abstraction rather than a usage example / integration path. #45363 is draft and narrower in scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes: #44979 adds a standalone module fusion API, while #45363 adds kernel-config-based n-to-1 fusion plumbing and an example. They overlap conceptually but do not appear to fix the same underlying bug or implement the same feature branch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "66f2cefb078f67cc2285f63b7cc5b8d2c48f5f1cec30d73ac4ed9fd54afae85d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix for the Mistral regex AttributeError in `_patch_mistral_regex` by switching to `tokenizer.pre_tokenizer`; PR 45317 is the stronger canonical choice because it adds tests and has the clearer, more complete patch.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it targets the same underlying bug as PR 45086, includes the same code-path fix, and also adds test coverage with a clearer title/description.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR candidate because it fixes the same concrete AttributeError, is more complete than 45086, and includes tests that validate the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in the same file: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to fix the Mistral regex AttributeError. PR 45317 just adds tests and a slightly broader wrapper around the same fix, so these look like duplicate/overlapping PRs that could be merged into one." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "f84ef91ea25f8cecb5606f6bcc8ad45564bb9de14d8eae02e4fe516808469e83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern Nemotron H, but they are different changes: one refactors NemotronH to inherit GraniteMoeHybrid and updates conversion mapping, while the other introduces the dense/sparse NemotronH variants and broader model/docs wiring. They share files and subsystem, but not the same concrete fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue links are present. If treating one PR as the cluster representative, PR #45569 is the broader, more complete NemotronH family change, while #45115 is a narrower refactor/conversion-mapping update.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative because it covers the major model-structure change, adds dense/sparse variants, updates docs and auto-mappings, and appears to subsume the larger product-facing work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files are not enough here: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces the dense/sparse split and associated docs/model wiring. They do not look mergeable as one PR for 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": "pull_request", + "component_index": 19, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "8a809bde9c61ba4cd33734c4a28f9ac72caebd63204f7b7fad8073170e01d4dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the same heterogeneous-models effort, but they address different layers of the stack: one introduces per-layer config support, the other adds broader heterogeneous modeling/cache behavior built on top of that config. They are not the same concrete change and should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the more foundational change because it introduces the per-layer configuration machinery that the other PR appears to rely on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative of the cluster since it defines the core config abstraction, whereas PR 45332 is a larger downstream modeling/cache integration built around it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct: 45333 adds heterogeneous per-layer config support, while 45332 adds heterogeneous model/cache/modeling integration on top of that. They touch overlapping files, but not the same underlying bug or one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "4cfa7ef6e23255d7b4c911eaa7472e01268129090e0dda81948c5ea13d110442", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different changes: #45415 is a broad repository-wide type-checking sweep, while #45425 adds typing helpers/protocols and targeted fixes around modeling_utils/peft/flash-attention. The overlap in shared files looks incidental, not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: these are separate typing efforts with different scopes and code paths, so neither should be treated as the same change.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the more focused representative of the cluster because it introduces specific typing infrastructure and targeted fixes, whereas #45415 is a broad sweeping type-check pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: they share some touched files, but #45415 is a broad type-checking cleanup across many modules and #45425 adds specific typing aliases/protocols for modeling_utils and related integrations. Different underlying changes, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "7c65754d8a470aac9977914572f8d7b44490bb8fc53409fac660f891abee65c1", + "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": "Two open PRs with superficially similar cache/seq_len handling, but they target different model families and different code paths: Qwen/Olmo linear attention vs Mamba2 CUDA kernels. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the more clearly scoped candidate: it has an explicit issue target (#46032) and a focused fix for Mamba2 cache behavior when seq_len > 1.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the strongest standalone representative because it is narrowly targeted, explicitly linked to an issue, and addresses a concrete cache/sequence-length bug in one code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying bugs in different models/code paths. #45513 fixes multi-token cached forward for Qwen/Olmo linear attention, while #46084 fixes Mamba2 use_cache handling for seq_len > 1." + } + ] + }, + "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": "1d134ff2d24f8b52f1f996aaa44df7de3489ae9a74f5704eccab9a1134f94213", + "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 are related by expert parallelism, but they fix different loading-time bugs in different code paths: one preserves EP config/has_ep for DeepSpeed ZeRO-3 via accelerate launch, the other prevents expert parameters from being overwritten in FSDP2/rank-0 broadcast. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative because it targets a concrete EP parameter-loading failure mode with a broader, more explicit fix across the loading stack.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR for the cluster: it addresses a specific, user-visible EP bug and includes the most complete code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP, but 45548 fixes config preservation/has_ep for DeepSpeed ZeRO-3 with accelerate launch, while 45662 fixes expert tensors being overwritten in FSDP2/rank-0 broadcast. Different bugs and different mechanisms." + } + ] + }, + "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": "87d99e0499be3d097649f2fc1173b8c7e0da5f57df73707d4ea0e500d88ae731", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision around `captured_info` debug artifacts, with PR #45645 being the broader end-to-end fix and PR #45639 a narrower subset of the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the stronger canonical choice because it covers the core xdist-safe file handling plus the CI/workflow log aggregation needed to consume multiple `captured_info*.txt` files, making it the more complete fix for the issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 best represents the full solution to the captured-info collision problem; PR #45639 appears to implement only the file-writing side of that fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete bug: `captured_info` artifacts colliding under xdist. They share the same issue target and overlapping code paths in `testing_utils.py`; #45645 simply extends the fix to CI artifact collection and related plumbing, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "23744d238d4a05cf4ed19262d2c01aa014c87e01baff9dbeb20a6fb9ca6929aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter-rule PRs that happen to touch overlapping model files, but they implement different behaviors: TRF003 adjusts forward return handling, while TRF018 rewrites weight initialization logic.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45720 is the cleaner representative because it has a narrowly defined, concrete change set around `can_return_tuple`/`return_dict` handling and shows the exact code-path being standardized.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the best overall anchor for the cluster since its intent is more explicit and its change is easier to summarize as one coherent modeling-rule implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Do not merge: they target different linter rules and different code paths. One changes model forward return semantics, the other changes parameter initialization behavior; overlapping model filenames alone is not enough." + } + ] + }, + "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": "500313808a234f135d929d0d8fc96dfc42b03794447753affe7dc9e87a55cd0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one changes model/workflow code and the other is a test migration. They do not look like the same underlying change and should not be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the broader, more substantive code change and is the better representative of the cluster; PR 46100 is primarily a test migration with no clear overlap in the actual fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best PR representative because it targets production/model and CI files, whereas PR 46100 is focused on test scaffolding and migration rather than the same concrete bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different work items: 45932 modifies model code and CI secrets, while 46100 adds/changes tests and DDP config. They do not appear to fix the same concrete problem or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "aa3ec574eb67586225f03d5b26642de9a716ec53dc05251042d0145fc80db637", + "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 PRs overlap in distributed files, but they are not the same underlying change: #46126 is a focused EP/trainer integration, while #46269 is a broad distributed branch base touching many unrelated areas. Reject the duplicate link.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more focused, self-contained PR around EP routing and trainer integration; its diff is coherent and specific compared with the broad umbrella changes in #46269.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative artifact here because it targets one concrete feature/change, whereas #46269 is a large branch-base PR spanning multiple distributed subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough: #46126 implements EP-specific routing/trainer integration, while #46269 is a broad distributed branch base with many additional changes. They do not fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "3442f31b832421924081f2ce1c4aed8581966b87cfe8441032244b5e9d4dd48c", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25922, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25922, + "estimated_input_tokens": 6481, + "estimated_eval_tokens": 13218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated GitHub Actions maintenance PRs. There are two loose themes\u2014workflow hardening around pr-ci-security-gate.yml and assorted one-off CI tweaks\u2014but no pair appears to be the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive representative: it makes concrete security-gate logic changes in .github/workflows/pr-ci-security-gate.yml and sits at the center of the nearest soft-similarity neighborhood. It is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best overall representative because it changes actual security-gate behavior rather than just permissions, comments, or minor workflow plumbing. The cluster is too heterogeneous to treat as one duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; same general CI/workflow maintenance theme is not enough to make these the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes: self-comment stdin handling versus security-gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "One updates self-comment-ci input handling; the other only adds explanatory comments to the security-gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different concern: stdin handling for comments versus secrets scoping in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use printf-style shell handling, but they fix different workflows and different code paths." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening is unrelated to adding workflow_dispatch to benchmark_v2." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different fixes: SSH runner changes versus anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH-runner updates are not the same change as checking out the base ref for assign-reviewers." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH-runner secret handling and pinned download changes are unrelated to security-gate file checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different problems; no shared code-path change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions and benchmark trigger conditions are different workflow behaviors." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different fixes: anti-slop permissions versus reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permission scoping is unrelated to build-ci-docker-images shell input handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different issues; only broad GitHub Actions overlap." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout behavior and benchmark dispatch triggering are unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different concrete fixes; not the same bug or change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "assign-reviewers checkout ref and security-gate workflow scanning solve different problems." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci-docker-images printf handling are distinct workflow changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared underlying bug: benchmark trigger logic versus security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow tweaks, but they target different scripts and different failure modes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "build-ci-docker-images input handling is unrelated to pr-ci-security-gate permissions and approvals." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concerns: 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-gate logic changes versus comment-only documentation updates are not the same change." + }, + { + "left": "pull_request:46554", + "right": "46567", + "accept": false, + "reason": "No matching artifact; the intended pair appears to be 46554 vs 46716, which are different security-gate hardening changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic and explanatory comments are not the same underlying fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate hardening concerns: job permissions versus secrets inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same as changing secrets exposure in the reusable workflow." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "build-ci-docker-images shell handling and security-gate comments are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different changes; no duplicate evidence beyond broad similarity." + } + ] + }, + "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": "317a65d39ecd3afd2e36c39a21c3f52a8e6eaa3b413eae75109779c83534a533", + "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 remove direct file-open source inspection, but they do so in different code paths and with different mechanisms. They are related in theme, not a duplicate fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the cleaner representative because it targets the specific _can_set_attn_implementation heuristic in modeling_utils, includes tests, and has a narrowly defined behavioral change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the best cluster representative: it is the more explicit and self-contained fix, with a concrete source-reading replacement and accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different code paths and different implementation details: #46152 changes import_utils path resolution via importlib.resources, while #46207 changes modeling_utils source inspection via inspect.getsource. They share a broad goal, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 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": "736003696cd355b9e5a766ea463066193898cda2ac36b77d3362c23b76a88785", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both add SDPA dispatch support, but for different model families and code paths: T5 vs wav2vec2/audio models. They are related in theme, not duplicates, so the soft edge should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two changes target different architectures and implementation paths, so they are not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the broader representative of the SDPA-dispatch theme, covering many audio model implementations and related docs/tests, but it is still not a duplicate of PR 46154.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same feature theme, but different model families and concrete code paths; they would not plausibly be merged into one PR without conflating separate implementations." + } + ] + }, + "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": "1c2eaea4aeb0fed76698de3e900d83bbdb0e31ce87da600535f6b16e41d8aef3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one right-window boundary bug in sliding window masking; 46546 is the broader, more complete patch.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical change because it covers the same Moonshine fix plus the related Gemma4 implementation and adds test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative because it is the later, broader fix for the same boundary bug and appears more complete.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one boundary bug in the sliding-window mask; 46546 extends the same fix to a related implementation and tests, so these can be treated 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": 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": "737573dba5a9464ec49b0b9a8b0a7452ceb0f98b3949bb484455354f662759ad", + "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 pull requests are unrelated: one adds multimodal support to continuous batching, the other adds the HunYuan VL model stack and docs. The soft similarity signal is a false positive.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the more self-contained, complete model addition with docs/tests, while PR 46376 is a draft feature expansion in a different codepath.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the best representative of the cluster because it is a fully scoped standalone addition; PR 46376 is draft and addresses a separate batching subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Reject: these PRs target different features and code paths (continuous batching multimodal support vs. HunYuan VL model implementation), so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "2419e65a753f6fc6be7bf9ff1568ff572ddf8cc552063e67a999b9bc5bec5aa9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related only at a very broad tokenizer-loading level, but they fix different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer-class misclassification. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46580 is the better representative of the cluster because it addresses tokenizer-class resolution in auto-loading with a targeted checkpoint-prefix override, which is the more general and explicit fix among the two PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46580 is the strongest cluster representative: it has a clear, scoped tokenizer-loading fix, explicit checkpoint targeting, and a direct issue link. PR 46574 is a separate CodeLlama decode bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: 46574 fixes CodeLlama decoder stripping on decode, while 46580 fixes DeepSeek models loading under the wrong tokenizer class via auto-tokenizer mapping." + } + ] + }, + "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": "9c5321306beef45c6e5bf74a9ca145c1e8c1502d651c78a36b6533442c02c640", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5494, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related Mistral PRs touch the same tokenizer area, but they implement different changes: one moves MistralConverter into the Mistral integration package, while the other adds tekken tokenizer detection/conversion/save utilities. They share files and subsystem, but not the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the better representative because it is the more substantial feature change in the Mistral tokenizer path, adding tekken detection and save/conversion utilities rather than just relocating an existing converter.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 best captures the cluster\u2019s main user-facing functionality around Mistral tokenizer support. PR 46603 is a smaller refactor/split of converter code and is not the clearest anchor for the underlying change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different concrete changes: 46603 is a code move/refactor for MistralConverter, while 46604 implements tekken tokenizer detection, conversion, and save utilities. Same subsystem and files, but not the same mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 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": "8e5c22b0746e8049346750ede51fa34a182b09d3e774e8eef2fd1def0e26636a", + "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": "The three pull requests are about different code paths: Zamba2/Nemotron-H chunked-prefill handling, CPU fallback for grouped_mm, and offloaded cache prefetching for hybrid models. They are not duplicates of the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46748 is the clearest self-contained bug fix in the set: it targets cache prefetch behavior in hybrid models and includes a test file, making it the best representative artifact here.", + "best_issue_reason": null, + "best_pr_reason": "PR #46748 is the most representative overall because it fixes a concrete runtime mismatch in cache offloading, with an accompanying test, and is easier to interpret as a standalone bug fix than the broader model or MoE changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "Different underlying problems and code paths: #46741 fixes Mamba2 mixer chunked-prefill/speculative decoding in specific model implementations, while #46748 fixes cache prefetch/offload device mismatch in hybrid models." + }, + { + "left": "pull_request:46743", + "right": "pull_request:46748", + "accept": false, + "reason": "These address unrelated subsystems: #46743 changes grouped_mm CPU fallback logic in MoE, while #46748 changes cache prefetching for hybrid-model offloaded caches." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/manifest.json b/snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..489b6e2fd67e67cfca49d8b368e30af2d2284156 --- /dev/null +++ b/snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260619t060024z", + "artifacts": { + "hybrid": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-19T06:10:39Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260619T060024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260619T060024Z/manifest.json b/snapshots/20260619T060024Z/manifest.json index c99f690004db5e45ab78a5cb8a00d3a3c9829c2b..ff406026731d08adf8bff35c45b7f72f7331ac69 100644 --- a/snapshots/20260619T060024Z/manifest.json +++ b/snapshots/20260619T060024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 296 }, "extracted_at": "2026-06-19T06:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260619t060024z", + "runs": { + "hybrid-model-20260619t060024z": { + "analysis_id": "hybrid-model-20260619t060024z", + "artifacts": { + "hybrid": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260619T060024Z/analysis-runs/hybrid-model-20260619t060024z/manifest.json", + "model": null, + "published_at": "2026-06-19T06:10:39Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260619T060024Z", "watermark": {