diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 6d2e4adbd16e8eafd7ca20339d9d6e5b2d8feb9c..be8ee6a65b5926c94d770b7a7cb198be23591a44 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": "20260617T120115Z", - "generated_at": "2026-06-17T12:12:48Z", + "snapshot_id": "20260617T180027Z", + "generated_at": "2026-06-17T18:13:20Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1169,11 +1169,11 @@ { "left_pr_number": 41116, "right_pr_number": 45613, - "code_similarity": 0.808, + "code_similarity": 0.809, "size_similarity": 0.893, "file_overlap": 0.75, "area_overlap": 0.871, - "patch_similarity": 0.667, + "patch_similarity": 0.669, "shared_filenames": [ "docs/source/en/_toctree.yml", "docs/source/en/model_doc/minicpm3.md", @@ -1739,106 +1739,6 @@ } ] }, - { - "cluster_id": "cluster-46562-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46562, - "issue_numbers": [], - "pr_numbers": [ - 46562, - 46658 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46562, - "right_pr_number": 46658, - "code_similarity": 0.17, - "size_similarity": 0.397, - "file_overlap": 0.032, - "area_overlap": 0.0, - "patch_similarity": 0.537, - "shared_filenames": [ - "src/transformers/models/auto/auto_mappings.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/auto/auto_mappings.py", - "left_ranges": [ - [ - 441, - 447 - ], - [ - 591, - 598 - ], - [ - 823, - 829 - ], - [ - 883, - 889 - ], - [ - 1082, - 1088 - ], - [ - 1205, - 1211 - ] - ], - "right_ranges": [ - [ - 362, - 368 - ], - [ - 795, - 801 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2170,15 +2070,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2232,15 +2123,6 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46562-2", - "canonical_pr_number": 46562, - "duplicate_pr_numbers": [ - 46658 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46562-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index db51b23cfafa25b2690a256bb0065ddbeaba8879..9d18b66d76947c4dd0bdfda38d2917b05983493f 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": "20260617T120115Z", - "generated_at": "2026-06-17T12:12:48Z", + "snapshot_id": "20260617T180027Z", + "generated_at": "2026-06-17T18:13:20Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:24643", "issue:30277", @@ -96,8 +96,8 @@ "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:44841|issue:46661", - "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:34928|issue:44805", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -116,8 +116,8 @@ "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44292|issue:44918", - "issue:43716|issue:44292", "issue:45507|issue:45685", + "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -130,352 +130,334 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "9a330d575ebdf9092f313cb090ea23eab4f8e5332c10d07647052d4515d7d62f", + "prepared_review_unit_hash": "83352bdae897901beb4dfd76982b3f7860b33d589783d26723b4d1f3a2dab196", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 62, - "serialized_chars": 45726, - "estimated_input_tokens": 11432, - "estimated_eval_tokens": 23120 + "serialized_chars": 45721, + "estimated_input_tokens": 11431, + "estimated_eval_tokens": 23118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and only contains a few true duplicate pairs. The strongest duplicate subgroups are the DeepSpeed ZeRO-3/Bert IndexError reports, the Qwen3.5-MoE rotary/offload reports, and the torch 2.4.1 compatibility reports; most other pairs are only loosely similar and should stay separate.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43596 is the cleanest canonical issue because it is the most concrete DeepSpeed ZeRO-3/Bert initialization failure and has an almost exact duplicate in issue:43638.", + "summary": "Most pairs are unrelated issue reports with only broad thematic overlap. The clearest duplicates are the DeepSpeed ZeRO-3 BertModel index error pair, and a likely torch 2.4.1 incompatibility pair. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it is the broader, cleaner statement of the ZeRO-3/BertModel index error; issue:43638 reads like the same bug on a narrower non-pretrained Bert variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue to keep within the true duplicate subgroup; it has the clearest reproduction and title, while the rest of the cluster spans different bugs or docs cleanups.", + "best_issue_reason": "issue:43596 is the strongest representative of an actual duplicate cluster in this set and has the clearest shared bug description with issue:43638.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: a missing Qwen3_5Config field vs a streaming chat/completions failure." + "reason": "Different models and failure modes: missing Qwen3_5 config field vs chat/completions streaming error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and failures: GPT-OSS on AMD GPUs vs an MPS histogram op error." + "reason": "Different bugs: AMD GPU failure for GPT-OSS vs an MPS histogram operator issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and failure modes; only broad device/runtime similarity." + "reason": "Different subsystems and symptoms: image preprocessor dtype mismatch vs GPU-specific model execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different bug class: autocast dtype mismatch vs GPT-OSS GPU support failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS-on-AMD." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different concrete issues: AMD GPU breakage vs a broken Nemotron example." + "reason": "Different models and likely different broken paths; too broad to treat as the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: GPT-OSS GPU support vs GraniteMoEHybrid invalid method call." + "reason": "Not the same underlying issue: AMD execution failure vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different failures: collective mismatch under ZeRO-3 vs ONNX export error." + "reason": "Collective mismatch under DeepSpeed Zero3 is unrelated to ONNX export errors." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and errors: ModernBERT ONNX export vs Qwen3Moe FP8 failure." + "reason": "ModernBERT ONNX export and Qwen3Moe FineGrainedFP8 are unrelated problems." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different issue types; export error is unrelated to Qwen3 auto device mapping assert." + "reason": "ONNX export failure and CUDA assert with auto device mapping are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a runtime crash in table QA; the other is stale RAG documentation." + "reason": "Table QA crashes and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5, but they reference different removed features and pages." + "reason": "Both are v5 docs cleanup items, but they concern different removed references and are not the same issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different bugs: ONNX export error vs GenerationMixin import error." + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different functionality: TRL SFT embedding unpacking vs resume-training with remote code." + "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code are different issues." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are runtime shape/device problems, but they are different models and different failures." + "reason": "Mask shape mismatch is not the same as Gemma4 device mismatch during forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different errors: ZeRO-3 Bert init IndexError vs a mask/tensor shape mismatch." + "reason": "Both mention index errors, but the reported failing tensor shapes and setups differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different code paths and failure modes; no shared underlying bug." + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to resume-training with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Related only by generic IndexError wording; the concrete failures are different." + "reason": "Different error classes and contexts; no evidence they share the same root cause." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different models and causes: mask/tensor shape mismatch vs video token/template mismatch." + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video chat template token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different bugs: generic indexing mismatch vs GPT-OSS MoE tensor-parallel issue." + "reason": "Different failures: mask indexing error vs GPT-OSS TP-only issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Different topics: training resume with remote code vs a broken Nemotron example." + "reason": "Model resume/trust-remote-code issue is unrelated to the Nemotron example bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different issues: Qwen3.5 video input StopIteration vs training-resume problem." + "reason": "Video StopIteration error and model resume problem are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different models and code paths; not the same underlying bug." + "reason": "Same broad training area but different bugs and code paths." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Different model/component failures; no shared bug." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are unrelated." + "reason": "DeepSpeed collective mismatch and Bert Zero-3 index error are different failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/Bert initialization IndexError; only the model wording differs." + "reason": "Same underlying DeepSpeed ZeRO-3/Bert index-out-of-bounds bug; 43638 is just a narrower Bert variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different scope: Liger Kernel cross-entropy dispatch vs GPT-OSS tensor-parallel behavior." + "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save/reload mismatch." + "reason": "Incorrect detokenization and LoRA merge/reload output mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different failures: Qwen-3 NVFP4 runtime error vs LoRA merge/reload inconsistency." + "reason": "Qwen3-8B NVFP4 runtime and LoRA merge/reload mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Different problems: processor failure for Voxtral vs remote-code model_class config_class AttributeError." + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are different issues." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Both are shape/runtime errors, but they are not the same checkpointing/FSDP bug." + "reason": "DeepSpeed weight dimensionality error and collective mismatch are not the same bug." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Different DeepSpeed failures: a 2-D weight RuntimeError vs collective mismatch." + "reason": "Activation checkpointing/FSDP recomputation mismatch is unrelated to mask shape indexing." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5-MoE rotary embedding/offload bug; one report describes the symptom, the other the materialization failure." + "accept": false, + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Unrelated: Bert ZeRO-3 init IndexError vs GPT-OSS tensor-parallel issue." + "reason": "Bert ZeRO-3 index error and GPT-OSS TP-only failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Different training-stack problems: activation checkpointing/FSDP vs CustomTrainer signature mismatch." + "reason": "FSDP activation checkpointing mismatch is unrelated to CustomTrainer compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes; not mergeable as one bug." + "reason": "Different models and symptoms; not the same underlying bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific issues: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are different issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime errors; only shared broad MoE/GPU context." + "reason": "Different Qwen/GPT-OSS failures with no shared concrete code path." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different bugs: expensive reverse embedding lookup vs video template/token mismatch." + "reason": "Gemma4 inputs_embeds reverse lookup and Qwen3.5 video token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different feature regressions: Gemma3TextConfig/vLLM attribute error vs Mistral regex patch crash." + "reason": "Gemma3 sliding_window_pattern regression is unrelated to the Mistral regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Different model bugs: device-map forward mismatch vs reverse embedding lookup cost." + "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding lookup are different bugs." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch/transformers compatibility regression around torch 2.4.1; the titles only differ in specificity." + "reason": "Both report the same torch 2.4.1 incompatibility; one is just a narrower versioned restatement." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different compatibility/runtime issues; no same underlying bug." + "reason": "General torch incompatibility and Qwen-3-8B NVFP4 runtime failure are not the same issue." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different issues: activation checkpointing/FSDP vs Qwen3 auto device mapping assert." + "reason": "FSDP checkpointing mismatch and auto device mapping CUDA assert are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different dtype/device problems and different models." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to an MPS int histogram operator error." }, { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Different model-specific bugs; only broad multimodal context overlaps." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different hardware/backend failures and different model families." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different issues: NVFP4 runtime error vs TRL SFT input embedding unpacking." - }, - { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43638", + "right": "issue:45161", "accept": false, - "reason": "Different problems: Liger Kernel cross_entropy invocation vs autocast dtype mismatch." + "reason": "Duplicate of a different pair's reasoning: Bert ZeRO-3 index error is not the same as GPT-OSS TP-only failure." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different stack layers and bugs; not the same issue." + "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different failures: checkpointing/FSDP mismatch vs import error." + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Different topics entirely: GPT-OSS GPU support vs RAG docs." + "reason": "GPT-OSS AMD failure and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different bugs: Liger Kernel cross_entropy being called vs mask/tensor shape mismatch." + "reason": "Liger Kernel cross-entropy call and mask/index shape mismatch are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: the cluster is mostly heterogeneous, and the three accepted duplicate pairs are well-supported by the titles/body themes. The conservative false verdicts on the soft edges are reasonable, and I did not see any overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicates are well supported by the issue titles/body themes (43596/43638 and 45800/46515), and the rejected soft-edge pairs are mostly appropriately marked as unrelated. No PR pair issue is present." }, "evaluator_used": true, "retried": false, @@ -494,7 +476,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36010", "issue:39290", @@ -519,13 +501,13 @@ "issue:43901", "issue:43975", "issue:44292", + "issue:44387", "issue:44512", "issue:44560", "issue:44589", - "issue:44805", "issue:44841", "issue:44863", - "issue:44918", + "issue:45005", "issue:45020", "issue:45070", "issue:45084", @@ -562,8 +544,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:44292|issue:46015", "issue:43872|issue:46304", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -586,279 +568,267 @@ "issue:43572|issue:45070", "issue:45800|issue:45823", "issue:43296|issue:43366", - "issue:44805|issue:44918" + "issue:44387|issue:45005" ], - "prepared_review_unit_hash": "f8a61cd3c240b622ff17fd8eccfe6c5702b460557d233426491425b23537324a", + "prepared_review_unit_hash": "bc2807fc994148c1894b1e09e78ca9d84dde1d26b86b5b766012a460d8cbd7d2", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39815, - "estimated_input_tokens": 9954, - "estimated_eval_tokens": 20164 + "serialized_chars": 39793, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only clear duplicate-like cluster is the AutoTokenizer v5 regression around issues 45812 and 45920. The ZeRO-3 IndexError reports are similar, but this packet does not show enough evidence that they are the same underlying bug; they look related at best, not confirmed duplicates. The rest of the items are distinct model-, version-, or docs-specific reports.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45920 is the broader umbrella v5 AutoTokenizer regression, covering multiple model families and having inbound references, while 45812 is the narrower Granite-specific report.", + "summary": "This cluster is mostly a loose set of unrelated bug reports, with only a couple of clear duplicate-like pairs. The strongest duplicate pair is the AutoTokenizer v5 regression reports; the DeepSpeed ZeRO-3 Bert index errors also look like the same underlying issue.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest and most central issue here: it describes the AutoTokenizer v5 regression across multiple model families, and it subsumes the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best overall issue candidate because it is the broadest current report of the tokenizer regression and can absorb the narrower Granite-only duplicate.", + "best_issue_reason": "issue:45920 is the best representative issue because it is open, broader in scope than the Granite-specific report, and matches the shared tokenizer-regression theme most closely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are load failures, but one is a corrupted checkpoint and the other is missing text-encoder weights; different underlying problems." + "reason": "Different models and failure modes: checkpoint corruption vs missing text encoder weights during loading." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/transformers compatibility, but they target different version combinations and different breakages." + "reason": "Both mention version compatibility, but they are different incompatibilities with different symptoms and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated failures: a specific PaddleOCR-VL/vLLM load issue versus a build/runtime support regression with USE_DISTRIBUTED=0." + "reason": "PaddleOCR-VL loading failure in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support breakage." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "These are similar ZeRO-3 IndexErrors, but the packet shows different model contexts (Gemma3 vs BertModel) and no clear evidence they share the same underlying initialization bug." + "accept": true, + "reason": "Both report DeepSpeed ZeRO-3 loading-time IndexErrors on BERT-like models, likely the same underlying initialization bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are model-specific runtime errors, but one is a missing sliding_window_pattern config field and the other is a CUDA assert with auto device mapping." + "reason": "Gemma3 config attribute mismatch with vLLM and Qwen3 auto-device-map cuda asserts are different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are documentation complaints, but they concern different pages and different obsolete text." + "reason": "Both are docs-related, but they concern different removed/changed docs content and not the same issue." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Completely different failures: missing Float8 storage type versus a PyTorch distributed-support regression." + "reason": "Float8 storage lookup failure is unrelated to the distributed-build compatibility regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: AMD GPU model failure versus table-question-answering task crash." + "reason": "AMD GPU support failure and table-question-answering crashes are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different code paths: Liger kernel cross-entropy dispatch versus Qwen3-VL video StopIteration." + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are different problems." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A detokenization bug and outdated RAG docs are unrelated." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different failure modes: device-map mismatch versus chat-template video token mismatch." + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video token/feature mismatch are different model-specific bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and a Gemma4 device mismatch are not the same bug." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure versus docs cleanup; unrelated." + "reason": "NemotronH checkpoint loading and RAG docs examples are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regressions." + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are different regression classes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "These look like the same v5 AutoTokenizer regression affecting multiple model families; 45920 is the broader umbrella report." + "reason": "Both describe the same AutoTokenizer v5 wrong-token-ID regression; 45812 is just a narrower Granite-specific instance of the broader issue." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no shared concrete bug." + "reason": "Checkpoint corruption and checkpoint loading failure for a different model are not the same bug." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "A specific Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to distributed support breakage." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the distributed-build regression." + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG examples are unrelated." }, { "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 runtime issue; not the same bug." + "reason": "Both mention sliding_window, but they are different model families and different concrete failures." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but they arise in different loading scenarios and do not clearly share the same code path." + "reason": "Both are IndexErrors, but the shapes, triggers, and model contexts differ too much to treat as the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model loading/runtime failure and table-question-answering crashes are unrelated." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Different model families and symptoms: unit-test load failure versus checkpoint corruption." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "A Torch 2.10 compatibility issue and a pydantic PretrainedConfig regression are different problems." + "reason": "Whisper loading failure and table-question-answering crash are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different domains: tokenizer detokenization versus table QA runtime failure." + "reason": "Detokenization and table QA runtime failure are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "One is a ZeRO-3 load-time IndexError; the other is a version-compatibility report." + "reason": "DeepSpeed ZeRO-3 BERT loading issue and torch/transformers incompatibility are different regressions." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is not the same as the pydantic config regression." + "reason": "Whisper model failure and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 and chat, but the concrete failures differ and there is no evidence they share the same code path." + "reason": "Both touch Qwen3.5, but one is a general chat crash and the other is a streaming API failure; not enough evidence they are the same bug." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:45685", + "right": "issue:46304", "accept": false, - "reason": "Streaming chat failure and an MPS histogram kernel error are unrelated." + "reason": "MPS histogram int error and distributed-build support regression are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime failures: grouped_mm tracing versus an MPS histogram op not implemented for Int." + "reason": "Grouped_mm tracing failure in Mixtral and MPS histogram integer error are different code paths." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing GenerationMixin and a Gemma3 sliding_window config error are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern missing are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are numeric/dtype-related MoE errors, but they hit different operators and contexts; not clearly the same bug." + "reason": "Both involve MoE/dtype issues, but the concrete failure mechanisms and model paths differ." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "A weight-tying bug and a corrupted checkpoint are different issues." + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are different concrete problems." + "reason": "Processor failure and 'Can't compile non template nodes' are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Same broad error class (IndexError) but different mechanisms: mask/tensor shape mismatch versus ZeRO-3 zero-sized load failure." + "reason": "Both are IndexErrors, but they involve different shapes, contexts, and likely different root causes." }, { "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 AttributeError are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 API regressions in config handling, but they affect different fields and different code paths." + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig field regression are different issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version compatibility versus Gemma4 device placement; no shared underlying bug." + "reason": "Torch compatibility breakage and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "A PaddleOCR-VL loading failure and GGUF gpt-oss support request are unrelated." + "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different model-support requests/problems." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Same as the other 44805/44918 pairing: different failure modes, so not a duplicate." + "reason": "Int4 memory/OOM regression and tied-weights translation-model issue are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The AutoTokenizer cluster (45812/45920) is grounded by the titles and inbound refs, but the ZeRO-3 pair is overstated: the packet only shows two similar IndexError reports with different model contexts (Gemma3 vs BertModel), not evidence of the same underlying initialization bug or an identical duplicate. The summary should be softened to say they are similar and possibly related, not clear duplicates." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The open, broader AutoTokenizer regression issue:45920 is a reasonable canonical representative for issue:45812, and the other pairwise judgments are framed cautiously. The DeepSpeed ZeRO-3 pair is a bit speculative, but not overstated enough to reject." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -874,7 +844,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:39186", "issue:40990", @@ -895,12 +865,12 @@ "issue:44291", "issue:44292", "issue:44360", - "issue:44387", "issue:44479", "issue:44492", "issue:44512", "issue:44530", "issue:44589", + "issue:44805", "issue:44863", "issue:44918", "issue:44960", @@ -925,7 +895,7 @@ "issue:46661" ], "soft_pairs": [ - "issue:44387|issue:45005", + "issue:44805|issue:44918", "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:43366|issue:45464", @@ -957,229 +927,229 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "5298065054cadfa97f248d633428b5b0f951ff26f402249ac832fc22742ec8e8", + "prepared_review_unit_hash": "fbc5f6c6d69ca733621b9e8ece249db0313285c6572fc61de221fd4b88f087e3", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36234, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous Transformers issue cluster with several unrelated bugs mixed together. A few soft pairs look like true duplicates, notably Qwen3.5 video-input regressions, SigLIP2 output problems, a remote-code custom-module loading collision, and the input_ids/inputs_embeds validation error-message bug.", - "confidence": 0.82, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated Transformers/model-specific reports. The only clearly merge-worthy duplicate-like thread is the Qwen3.5 video-input regression pair; the remote-code and input-validation pairs are too inference-heavy to accept conservatively.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 46294 is the strongest anchor because it is open, concrete, and directly matches the accepted Qwen3.5 video-input/token mismatch thread with 44479.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46294 is the best representative issue: it is specific enough to stand for the only solid duplicate-like subthread in the set and is more actionable than the broader sibling report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Different bugs: int4 quantization OOM vs tied-weights regression in translation models." + "reason": "Both are IndexError-flavored, but the titles point to different surfaces: generic mask-shape mismatch vs TRL/Qwen3.5 embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/GPU path issues, but one is a grouped_mm tracing crash and the other is a tensor-parallel GPT-OSS problem." + "reason": "MoE is the only real overlap; grouped_mm torch-dynamo tracing and GPT-OSS tensor-parallel failure look like different bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different code paths and symptoms." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss is unrelated to the Qwen3.5 streaming inference bug." + "reason": "GGUF architecture support is unrelated to the Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but the failures differ: unexpected _is_hf_initialized arg vs pydantic PretrainedConfig field handling." + "reason": "init_empty_weights constructor-arg regression and PretrainedConfig pydantic break are different underlying issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is a different code-path from the PretrainedConfig/pydantic regression." + "reason": "Qwen3-MoE sliding_window behavior and the pydantic config regression do not describe the same bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm torch Dynamo tracing failure and missing Float8 storage are distinct runtime issues." + "reason": "Grouped_mm tracing failure and missing Float8 storage are distinct runtime problems." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but image-preprocessor dtype mismatch is not the same as video feature/token count mismatch." + "reason": "Both are multimodal, but image-preprocessor dtype mismatch is not the same as video feature/token mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are different problems." + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to treat as one bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-length mismatch and DeepSpeed ZeRO3/BertModel index error are unrelated." + "reason": "Mask-size mismatch and deepspeed zero3 index-out-of-bounds are different failures." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same underlying Qwen3.5 video-input regression: both describe video tokens/features mismatching in v5." + "reason": "Both describe the same Qwen3.5-family video-input regression, with the same video feature/token mismatch theme." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 behaving incorrectly in text/pipeline outputs, pointing to the same model-handling bug." + "accept": false, + "reason": "Both involve SigLIP2 quality, but the reported symptoms and likely root causes differ." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen multimodal issues: config unwrapping for from_config vs uninitialized rotary embedding state after to_empty." + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are unrelated bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash Attention 2 and remote-code config_class errors are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is separate from Qwen3.5 embedding unpacking failure in TRL SFT training." + "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking are different code paths." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TR L embedding issue." + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TRL unpacking failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific bugs." + "reason": "High perplexity on gpt-oss and a GLM5 issue do not match as the same bug." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote-code/custom-module resolution collision, where the wrong module is reused or loaded from cache." + "accept": false, + "reason": "Both are remote-code/custom-module related, but the titles indicate different concrete failures: cache-path collision versus wrong module loaded after save_pretrained." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback logic are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 conditional generation is a different model family and code-path than translation-model tied-weight regressions." + "reason": "Both mention tied weights, but the model families and failure modes are too different." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback checks are different concerns." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights issues." + "reason": "PagedAttentionCache linear_attention crash is not the tied-weights translation-model issue." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior is unrelated to tied-weight regressions." + "reason": "Quantization/offloading behavior and tied-weight handling are distinct bugs." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and docs mentioning removed run command are unrelated." + "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different model-loading bug than tied weights." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed docs command are unrelated documentation issues." + "reason": "A cache-strategy typo and removed run-command docs are not the same underlying change." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Same validation bug family: broad input_ids/inputs_embeds XOR logic causing wrong or misleading errors, with 46463 as the T5-specific instance." + "accept": false, + "reason": "Both concern validation/error messaging, but the packet does not show a shared helper or the same underlying bug; the titles point to different validation surfaces." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and round-trip behaviors; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and Qwen-3-8B-NVFP4 runtime error are unrelated." + "reason": "Tokenizer detokenization and init_empty_weights argument handling are unrelated." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." + "reason": "init_empty_weights TypeError and GraniteMoEHybrid invalid method are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausibly same-bug duplicates, and the rejected pairs are reasonably treated as distinct issues rather than overstated matches." + "accept": false, + "feedback": "The overall summary is mostly grounded, but at least one soft-edge accept overstates the evidence. In particular, issue:45183 vs issue:46463 are both about validation/error messaging, but the packet does not show they share a helper or the same bug; the titles point to different validation surfaces (input_ids/inputs_embeds XOR logic vs T5 decoder input validation). The remote-code pair issue:45632 vs issue:45698 is plausible, but also relies on inference beyond the packet. Because the instructions require conservative soft-edge verdicts, I can\u2019t accept this as-is." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1195,7 +1165,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:24643", "issue:28530", @@ -1251,11 +1221,11 @@ "issue:39692|issue:43054", "issue:43644|issue:43950", "issue:36331|issue:41762", - "issue:43828|issue:44928", "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", @@ -1273,8 +1243,8 @@ "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:43782|issue:44960", "issue:45685|issue:45823", + "issue:43782|issue:44960", "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1282,244 +1252,244 @@ "issue:42491|issue:44368", "issue:43828|issue:45823" ], - "prepared_review_unit_hash": "accda159ccd29e870a8889553b0bbd5856917564dd55c79c4e77a3fffbfd041d", + "prepared_review_unit_hash": "3ef5615aab35e28f1292ae3021e53346bfff546f9b7d3138241b0fec8be9801d", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38111, - "estimated_input_tokens": 9528, - "estimated_eval_tokens": 19312 + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues. The only clear duplicate is the non-persistent-buffer regression in 43950/44534; the other soft pairs are at best same-area reports, not the same concrete bug.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43950 is the clearest root report for the non-persistent-buffer regression; issue:44534 is a near-verbatim duplicate of the same bug.", + "summary": "This cluster is mostly heterogeneous, but there is a small duplicate set around the transformers 5.x non-persistent-buffer regression. The strongest match is 43950 as the umbrella issue, with 44534 and 45902 fitting it closely.", + "confidence": 0.68, + "canonical_issue_reason": "43950 is the best canonical issue: it states the broad 5.x non-persistent-buffer corruption regression, and the nearby reports (44534, 45902) are direct variants of that same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 has the most precise symptom framing and the strongest exact-duplicate match, so it is the best issue anchor for the only clear duplicate pair.", + "best_issue_reason": "43950 is the most reusable triage target because it captures the underlying buffer-materialization regression rather than just one model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers v5 corrupts/fills non-persistent buffers with junk." + "reason": "Same underlying 5.x regression: non-persistent buffers are being filled/corrupted with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/model-processor/quantization example bug and the other is a model-quality regression." + "reason": "Both mention SigLIP2, but one is a doc/example mismatch+quantization issue while the other is a quality/regression complaint about text embeddings." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Remote-code config loading and non-persistent-buffer corruption are different code paths and symptoms." + "reason": "Different bug class: remote_code config-field loss vs non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Gemma3 DeepSpeed loading failures." + "reason": "Unrelated failures: custom compute_loss signature mismatch vs DeepSpeed ZeRO-3 loading index error." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Both are Qwen3.5/MoE training failures, but one is an autocast dtype mismatch and the other is a position_ids/SDPA NaN issue." + "reason": "Different incompatibilities and different error surfaces; not the same code-path bug." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are unrelated quantization/runtime errors." + "reason": "Both involve dtype/position handling, but the concrete failures and affected paths differ." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but 45920 is broad multi-model wrong IDs while 46489 is a specific DeepSeek-Coder v1 detokenization gap." + "reason": "Related tokenizer regressions, but 45920 is a broad multi-model report while 46489 is a model-specific follow-up; not clearly the same duplicate." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43866", + "right": "issue:44403", "accept": false, - "reason": "SigLIP2 embedding quality and a version-dependent tokenization change are different bugs." + "reason": "Checkpoint corruption is not the same issue as noisy loading output." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "A corrupted checkpoint and noisy model-loading output are not the same issue." + "reason": "One is a SigLIP2 embedding-quality issue; the other is a tokenizer change/regression across versions." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but zero probabilities and worse text embeddings are distinct symptoms without enough evidence of one root cause." + "reason": "Both concern SigLIP2 behavior, but the symptoms are different enough that they do not look like the same underlying bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve non-persistent buffers, but 45902 is a Qwen3.5 MoE materialization bug rather than the generic from_pretrained corruption regression." + "accept": true, + "reason": "Same underlying non-persistent-buffer materialization bug; 45902 is a concrete model-specific manifestation." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Different models and different failure modes: tokenizer loading error vs missing attribute on a causal LM." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attn packed-sequence misinterpretation and CPU-offload incompatibility in rotary embedding are separate failures." + "reason": "Both mention Qwen3.5/MoE, but illegal-memory-access from 3D position_ids is not the same as CPU-offload incompatibility." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "The latter is a broader HF-vs-JAX SigLIP2 discrepancy; the former is a symptom report about weaker text embeddings, not the same concrete bug." + "reason": "Both are about SigLIP2, but one is model quality and the other is implementation discrepancy with JAX." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing being ineffective and int4 quantization causing higher reserved memory/OOM are different issues." + "reason": "Both are memory-related, but one is gradient checkpointing/LoRA behavior and the other is int4 quantization OOM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states logic is unrelated to Qwen3.5 non-persistent buffer initialization." + "reason": "Gemma4 FSDP2 shared_kv_states rebuild issue is unrelated to buffer initialization corruption." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v loading failure do not share the same bug." + "reason": "Different models and different classes of load-time failures." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise is not the same as failure to load a specific model." + "reason": "General loading noise vs a specific model load failure are not the same underlying bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek-Coder detokenization and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noisy loading output and sleng-bert loading failure are different problems." + "reason": "Same as above: loading noise is not the same as a concrete model load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing behavior and Qwen3 MoE memory use are not the same bug." + "reason": "Different performance/memory problems with different triggers and code paths." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and early-stopping metric handling are unrelated training issues." + "reason": "Training DeepSpeed weight-shape error is unrelated to early stopping metric selection." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is a specific missing-fields config bug and the other is a broad regression report; not enough to treat as the same issue." + "reason": "The latter is a broad remote_code regression umbrella; the former is one specific symptom, but the shared root cause is not clear enough to call them duplicates." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8Config failure are separate model-specific bugs." + "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE FP8 failure are different issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn2 fallback gating problem." + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params keyword incompatibility are unrelated." + "reason": "Importing a missing model class and a bitsandbytes parameter incompatibility are separate problems." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 are different model/loading problems." + "reason": "MPS histogram support error and Gemma4 device mismatch are not the same bug." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "MPS histogram int support and Gemma4 PLE device placement are separate errors." + "reason": "Qwen3VL weight_only loading failure is unrelated to GLM5." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v loading failure and Molmo missing all_tied_weights_keys are unrelated model bugs." + "reason": "Different model-loading failures with different missing pieces." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are not the same underlying problem." + "reason": "Remote_code regression umbrella vs Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping-name handling and remote_code breakage are different config/path issues." + "reason": "Tokenizer-mapping registration failure is not the same as remote_code breakage." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patching and flash-attn2 fallback gating are unrelated." + "reason": "Mistral tokenizer regex patch crash and flash-attn fallback gating are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA cross-version incompatibility and a tie_word_embeddings warning are not the same bug." + "reason": "LoRA compatibility across versions and tie_word_embeddings warning are not the same issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different runtime failures." + "reason": "Different incompatibilities: autocast dtype mismatch vs device placement mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft pairs. The 43950/44534 duplicate anchor is clearly supported by the titles and summaries, and the remaining pairs are not overstated as duplicates." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate set around issue 43950 is well-supported by the titles/body text, and the other soft-edge rejections do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -1538,7 +1508,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:24643", "issue:30064", @@ -1592,8 +1562,8 @@ "soft_pairs": [ "issue:45020|issue:45356", "issue:45715|issue:46315", - "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:45488|issue:46489", "issue:43404|issue:43950", "issue:45759|issue:46661", "issue:43872|issue:44291", @@ -1606,10 +1576,10 @@ "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:43854|issue:44863", - "issue:44928|issue:45588", "issue:44479|issue:44560", - "issue:41093|issue:44805", "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", "issue:24643|issue:30064", "issue:44863|issue:46402", "issue:44530|issue:44863", @@ -1619,20 +1589,20 @@ "issue:45325|issue:45902", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "024f40ef3308a0e443df902e52536f14955cdd4bab8328274835aa97746f4683", + "prepared_review_unit_hash": "96534d11481da0029457fbb8d0d354d7ddb832732c2afda8d0446c47075e135d", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36627, + "serialized_chars": 36628, "estimated_input_tokens": 9157, "estimated_eval_tokens": 18570 }, @@ -1641,186 +1611,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is really a set of several small duplicate groups rather than one single issue. The clearest duplicate families are docs for removed pipeline tasks, the `_is_hf_initialized` init regression, Whisper fbank extraction, Qwen3-family ZeRO-3 weight loading, and the mask-shape IndexError. Most other pairs are only broadly similar (same model family/subsystem) and should stay separate.", + "summary": "This set is mostly heterogeneous. I found a few true duplicate pairs: the v5 docs/pipeline removal references, the `_is_hf_initialized` loading TypeError, the Whisper fbank helper failure, the Qwen video-input regression, and the mask/tensor shape mismatch. The rest are related by subsystem but not the same underlying bug.", "confidence": 0.69, - "canonical_issue_reason": "If one issue must serve as the umbrella representative, issue 45020 is the broadest and most central regression report in this set: recent transformers versions break remote-code model loading across multiple downstream reports.", + "canonical_issue_reason": "If a single representative must be chosen, issue 41093 is the cleanest canonical target: 44805 repeats the same mask/tensor shape mismatch with only the dimensions elided.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global representative because it captures the widest recurring failure mode in the cluster (remote-code/model-loading regressions) and is the most general duplicate target among the issues here.", + "best_issue_reason": "Issue 41093 is the earliest and most exact report of the mask/indexing error, so it is the best duplicate anchor among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are transformers loading regressions, but they describe different concrete bugs: a broad remote_code break vs a specific Kimi-K2.5 tokenizer/codec regression." + "reason": "Both are transformer regressions, but 45020 is a broad remote_code breakage report while 45356 is a specific Kimi tokenizer codec/warning regression; not the same bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both concern tokenizer performance, but the code paths differ: per-id skip_special_tokens handling vs convert_tokens_to_ids with many added tokens." - }, - { - "left": "issue:45488", - "right": "issue:46489", - "accept": false, - "reason": "Both mention DeepSeek tokenizer breakage, but they appear to be separate tokenizer regressions affecting different model lines and failure modes." + "reason": "Both are tokenizer performance regressions, but they hit opposite conversions (`ids->tokens` vs `tokens->ids`) and different hot paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: removed v5 pipeline tasks are still referenced in documentation." + "reason": "Same docs problem: v5 removed pipeline tasks, but the docs still reference them. 44509 is a later restatement of the same documentation mismatch." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer correctness on DeepSeek-family models, but the model families and failure modes differ enough that this does not look like one underlying bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a missing lm_head tie in a specific model class; the other is a from_pretrained buffer-loading regression. Different bugs." + "reason": "One is a tied-weight bug in Mistral3; the other is a from_pretrained buffer regression. Related area, different code paths." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both are auto-model loading issues, but one is composite-config unwrapping and the other is missing config_class on remote-code models; different failures." + "reason": "Both touch AutoModel config/loading, but one is about unwrapping `text_config` for composite configs and the other is a remote-code `config_class` attribute error; different defects." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` regression: one surfaces through bitsandbytes Int8Params, the other through init_empty_weights/model loading." + "reason": "Same underlying `_is_hf_initialized` kwarg regression during model initialization/loading; the symptoms differ, but the bug is the same." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different problems: Qwen3Moe FP8 config failure vs the `_is_hf_initialized` constructor-argument incompatibility." + "reason": "Different failures: FineGrainedFP8/Qwen3Moe vs bitsandbytes `_is_hf_initialized` incompatibility." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve recent loading regressions, but they are not the same concrete bug or fix path." + "reason": "Both are broad loading regressions, but they affect different surfaces: remote_code model behavior vs missing `config_class` on AutoModel.from_pretrained." }, { "left": "issue:43792", "right": "issue:44220", "accept": true, - "reason": "Likely the same Whisper audio feature extraction bug; one report is the model-level failure and the other names the low-level fbank helper." + "reason": "Same Whisper audio preprocessing failure; 44220 names the specific `_torch_extract_fbank_features()` helper behind the generic 'can't run' report." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen/DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with GAS. Different code paths." + "reason": "Both involve DeepSpeed, but one is a weight-conversion/load issue and the other is gradient averaging with `model_accepts_loss_kwargs=True`; not the same bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing issues, but not the same bug: PEFT LoRA checkpointing vs a missing supports_gradient_checkpointing flag in a remote-code model." + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA not taking effect and the other is a missing support flag on a trust_remote_code model." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading problems, but they affect different models and different error conditions." + "reason": "Both are tokenizer loading problems, but they concern different models and different failure modes." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "These are unrelated: a Trainer API signature mismatch vs a tensor mask-shape IndexError." + "reason": "`compute_loss` signature mismatch vs a tensor/mask indexing error; unrelated bugs." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same underlying Qwen3-family ZeRO-3 weight-loading failure, reported on different variants with slightly different missing-weight symptoms." + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen models, but the model targets and missing-weights patterns differ; not enough to treat as one bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading bugs for different architectures; only the broad symptom is similar." - }, - { - "left": "issue:44928", - "right": "issue:45588", - "accept": false, - "reason": "One is RLHF NaN/SDPA fallback behavior, the other is a flash-attention crash on sink-less models. Different bugs." + "reason": "Different model-loading failures for different architectures; only the general symptom is shared." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both point to the same Qwen VL video-input regression in v5.3.0, with the second being a specific model variant/error manifestation." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "These describe the same mask/index shape mismatch error, just with different example sizes." + "reason": "Same 5.3.0 Qwen VL video-input regression; 44560 is a specific StopIteration manifestation of the broader video path failure." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they are different models and different root causes." + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a specific model-loading failure for sleng-bert." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention Qwen3.5/attention, but one is an RLHF NaN/SDPA fallback issue and the other is a flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor length mismatch in indexing; 44805 is essentially the same error with the concrete sizes elided." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight-shape error vs segmentation-map preprocessing." + "reason": "Training with DeepSpeed and void segmentation map preprocessing are unrelated problems." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading regressions, but they are for different architectures and likely different loader issues." + "reason": "Different model-loading failures for different model families; no shared concrete bug path." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different Qwen attention/cache bug vs a NemotronH checkpoint-loading bug." + "reason": "PagedAttentionCache/Qwen3.5 attention-group crash vs NemotronH checkpoint loading failure; unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF gpt-oss support vs a Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different failures: ZeRO-3 zero-sized index error vs a torch-version incompatibility report." + "reason": "Zero-3/BertModel init crash vs torch version incompatibility; not the same underlying issue." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention model support/regression, but they are unrelated features: gpt-oss GGUF support vs Qwen3-MoE sliding_window behavior." + "reason": "GGUF architecture support vs Qwen3-MoE sliding_window behavior; different bugs." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen-family rotary/position-id bugs with separate failure modes." + "reason": "Both involve rotary/position-related code, but one is a Qwen2.5-VL video/image scaling bug and the other is uninitialized memory in Qwen3_5Moe rotary embedding." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs: FSDP2 shared_kv_states rebuild vs device_map placement mismatch." + "reason": "Both are Gemma4-related, but one is an FSDP2 attention KeyError and the other is a device mismatch with `device_map=\"auto\"`; separate defects." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge calls are mostly conservative. The accepted pairs all have a plausible shared bug pattern (docs regression, `_is_hf_initialized`, Whisper fbank, Qwen3 ZeRO-3 loading, mask-shape IndexError, Qwen video regression), and the rejected pairs generally stay at the right level of caution by not collapsing similar-looking but distinct bugs. The umbrella representative choice for issue 45020 is reasonable, and the cluster summary does not overclaim a single unified bug." + "feedback": "Grounded overall and conservative. The accepted duplicate pairs are well supported by the titles/metadata: 43827\u219444509, 43872\u219444291, 41093\u219444805, and the Qwen video/doc/Whisper pairs are plausible without overclaiming. The rejected pairs stay appropriately separate by failure mode or code path." }, "evaluator_used": true, "retried": false, @@ -1839,7 +1809,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36010", "issue:38175", @@ -1892,9 +1862,9 @@ ], "soft_pairs": [ "issue:43638|issue:46515", + "issue:43366|issue:44589", "issue:43716|issue:44560", "issue:44155|issue:45584", - "issue:43366|issue:44589", "issue:43950|issue:45834", "issue:43824|issue:43957", "issue:42915|issue:43957", @@ -1920,250 +1890,250 @@ "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", - "issue:42491|issue:45276", "issue:42915|issue:44756", + "issue:42491|issue:45276", "issue:44451|issue:44488", - "issue:46459|issue:46512", - "issue:44960|issue:44977" + "issue:44960|issue:44977", + "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "571a0913994314f8169d8381925ca0dbfca92eb0e3840666f77aaa509d38b9dc", + "prepared_review_unit_hash": "82486f339bfd6ce12e0e0fac45c4fca5531e99b318320ce466930bd76def32e0", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37777, - "estimated_input_tokens": 9445, - "estimated_eval_tokens": 19146 + "serialized_chars": 37773, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related Transformer regressions and should stay separate. The only clear duplicates are a small set with near-identical bug symptoms/titles, especially the non-persistent buffer regression, plus a couple of model-specific output/init failures.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43644 is the cleanest canonical for the non-persistent-buffer regression: it names the Transformers 5.0.0 breakage directly and states the concrete symptom, while 44534 is essentially the same report in shorter form.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports; only a few pairs look like true duplicates of the same underlying bug. The clearest duplicate groups are custom model initialization, non-persistent buffer corruption, SigLIP2 inference regression, and BERT model loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest, most reusable summary of the custom-model initialization regression, with issue:43645 as a narrower notebook repro.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best representative issue overall because it is specific, actionable, and maps cleanly to its duplicate sibling; it is easier to triage than the broader or vaguer regression reports in the set.", + "best_issue_reason": "issue:43646 is the best representative issue because it describes the underlying v5 custom model initialization breakage in general terms rather than a single environment-specific reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different failures: Deepspeed ZeRO-3 Bert indexing vs a generic torch 2.4.1 incompatibility." + "reason": "Different failures: deepspeed zero3 empty-tensor index error vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support request vs a Float8 storage lookup error." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model paths and symptoms: multimodal dtype mismatch vs Qwen3-VL video StopIteration." + "reason": "Different code paths and symptoms: image preprocessor/model dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are inference bugs, but they involve different models and distinct failure modes." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "Unrelated problems: GGUF/gpt-oss support vs missing Float8 storage type during loading." + "reason": "AudioFlamingo batched track leakage and Whisper empty-transcription handling are distinct bugs." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-input indexing." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR indexing." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific Qwen2.5-VL class vs meta-device loading breakage across some models." + "reason": "Import failure for Qwen2.5-VL is not the same as meta-device loading regressions." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different code paths: Qwen3-MoE FP8 failure vs generic meta-device loading issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are different problems." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and symptoms: video StopIteration vs MPS histogram unsupported for Int." + "reason": "Qwen3-VL StopIteration during video handling is unrelated to the MPS histogram int error." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; the notebook wording is just a repro variant of the general breakage." + "reason": "Same underlying custom-model initialization regression; 43645 is just a notebook-specific repro of the broader 43646 bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failures: Bamba torch.compile SDPA issue vs Qwen3.5 flash-attention crash." + "reason": "Different models and mechanisms: Bamba SDPA compile crash vs Qwen3.5 flash-attention packed-position bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different issues: video inference StopIteration vs TRL trainer unpacking failure." + "reason": "Both involve Qwen3.5/Qwen3-VL, but one is video StopIteration and the other is TRL embedding unpacking." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch-version compatibility problems, but not the same concrete bug or code path." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to the generic torch 2.4.1 incompatibility." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different feature failures: a script execution problem vs GGUF architecture support." + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated: import path breakage for GenerationMixin vs Qwen3-MoE FP8 runtime failure." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 execution are different bugs." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same defect." + "reason": "Both are tokenizer-related, but Granite token IDs and DeepSeek-Coder v1 output are separate regressions." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch is unrelated to a generic torch compatibility complaint." + "reason": "Gemma4 PLE device mismatch is not the same as a broad torch version incompatibility report." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different models and bugs: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + "reason": "Different failures: video StopIteration vs mask/tensor shape mismatch." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different failures: tokenizer-mapping model-addition bug vs Gemma4 PLE device mismatch." + "reason": "Tokenizer-mapping command failure is unrelated to Gemma4 device placement." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model producing clearly wrong outputs; one report says zero probabilities, the other says nonsensical results through AutoModel/pipeline." + "reason": "Same SigLIP2 inference regression on google/siglip2-base-patch16-224; both describe the model producing bad/degenerate outputs." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR indexing on long input." + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation issues for different model families." + "reason": "Strict config loading for granite_speech and glm4v validation changes are different config bugs." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different bug classes: ZeRO-3 Bert indexing vs tokenizer-mapping name handling." + "reason": "deepspeed zero3 Bert init failure is unrelated to the tokenizer-mapping add-new-model-like issue." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: zero-sized BertModel indexing under ZeRO-3 vs add-new-model-like/tokenizer mapping logic." + "reason": "Zero3 BertModel indexing and tokenizer-mapping command behavior are distinct issues." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different load/memory problems: gpu+cpu offload dequantization vs disabling mmap on Strix Halo OOM." + "reason": "gpu+cpu offload dequantization and Strix Halo mmap OOM are different loading problems." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different issues: tokenizer mapping edge case vs mask/tensor shape mismatch." + "reason": "Tokenizer-mapping validation and mask shape indexing are unrelated." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different failure modes and code paths: LoRA qwen3_moe hf4.x/hf5.x incompatibility vs packed-weight loading in BitNet AutoBitLinear." + "reason": "Qwen3_moe LoRA version incompatibility and packed-weight accelerate loading are different defects." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related SigLIP2 context, but one is wrong model outputs and the other is documentation-example errors and quantization mismatch." + "reason": "SigLIP2 bad outputs and documentation example errors/quantization failures are not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk; only the title wording differs." + "reason": "Same non-persistent buffer corruption regression in Transformers 5.0.0; the titles are essentially the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-family runtime bugs, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure." + "reason": "Qwen3 auto device-map cuda assert and Qwen3Moe FP8 config failure are different runtime issues." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Different model-specific issues: Qwen3 MoE LoRA compatibility vs Gemma4 resize_token_embeddings behavior." + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap/OOM are unrelated." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Unrelated: Qwen3-MoE FP8 failure vs mmap/OOM behavior on Strix Halo." + "reason": "LoRA qwen3_moe compatibility and Gemma4 resize_token_embeddings are separate bugs." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both report loading failures, but they are on different model repos and lack evidence of the same underlying bug." + "accept": true, + "reason": "Both report the same latest-version model-loading regression for closely related BERT models; the failure mode is the same." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Different regressions: ignored dtype on composite checkpoints vs stale config.dtype after from_config(dtype=...)." + "reason": "Generic GLM5 issue and Qwen3.5 flash-attention generation failure are not the same problem." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "Different models and symptoms: GLM5 vs Qwen3.5 flash-attention generation failure." + "reason": "Silent dtype handling when loading multimodal checkpoints is distinct from stale config.dtype after from_config()." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the canonical/best-issue choices are supported by the titles and descriptions. The soft-edge decisions are mostly conservative, with the accepted pairs matching near-identical or clearly same-regression reports. I didn\u2019t see any overstatement that would require rejection." + "feedback": "The analysis is grounded in the packet and stays mostly conservative: the true-duplicate calls are well supported by the titles/descriptions, and the many false calls are reasonably separated by bug family. The summary also matches the evidence that this is a mixed cluster with only a few clear duplicate pairs." }, "evaluator_used": true, "retried": false, @@ -2182,7 +2152,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36010", "issue:39404", @@ -2236,14 +2206,14 @@ "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:43856|issue:43873", - "issue:43708|issue:44075", + "issue:43644|issue:43645", "issue:43856|issue:44387", - "issue:39692|issue:43994", "issue:43854|issue:43931", "issue:43257|issue:43854", + "issue:39692|issue:43994", "issue:42491|issue:45292", + "issue:43708|issue:44075", "issue:42491|issue:43931", "issue:44960|issue:46050", "issue:45488|issue:45812", @@ -2254,23 +2224,23 @@ "issue:44402|issue:44488", "issue:43404|issue:43454", "issue:43425|issue:43957", - "issue:39692|issue:44960", "issue:43873|issue:44387", - "issue:41720|issue:44155", + "issue:39692|issue:44960", "issue:42947|issue:45704", + "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:36010|issue:39404", "issue:45663|issue:45859" ], - "prepared_review_unit_hash": "58206dcf100d4050f45b5279f668a82a60e03b4bce485f547757e6e581f1d686", + "prepared_review_unit_hash": "bdd8634fc86ffdbf9d8169e2e3d38822c44424b8a7c50ba553e8e4b6f8920d6a", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 47, @@ -2285,24 +2255,24 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only the Gemma4/T5Gemma resize_token_embeddings reports look like the same underlying regression.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45276 is the broadest statement of the shared resize_token_embeddings bug, and 45335 reads like a narrower model-specific manifestation of the same omission.", + "summary": "These are mostly distinct issues that only share broad subsystem or symptom overlap. I found one strong duplicate-like pair around resize_token_embeddings in composite models; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the broader, more representative report of resize_token_embeddings not propagating to nested/output embedding modules; issue:45335 looks like a model-specific instance of the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "45276 is the best representative issue because it captures the general API regression and can subsume the T5Gemma-specific variant.", + "best_issue_reason": "issue:45276 is the best representative issue here because it describes the underlying resizing bug more generally and maps cleanly to the duplicate-like t5gemma report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 bugs: weight loading under ZeRO-3 vs incorrect visual-encoder keys on save_pretrained." + "reason": "Different regressions: one is Qwen3.5 ZeRO-3 weight loading, the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/example failures; no shared concrete code path." + "reason": "Different models and failures; only broad AI/model-example overlap, not the same bug." }, { "left": "issue:44488", @@ -2310,173 +2280,167 @@ "accept": false, "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Different Transformer 5.0 regressions: buffer initialization vs custom model init in notebooks." - }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE is not the same as quantization/offloading not working." + "reason": "Qwen3 MoE training memory inefficiency vs quantization/offloading behavior; not the same concrete issue." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Resume/max_steps calculation and SGD argument handling are separate Trainer/optimizer bugs." + "reason": "Both are Transformers 5.0 regressions, but the symptoms and code paths are unrelated." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 CUDA reserved-memory/OOM behavior." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is a docs/example mismatch plus quantization failure; the other is bad inference outputs. Not the same bug." + "reason": "Different memory issues: Qwen3 MoE training vs int4 quantization reserved-memory/OOM regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different load failures." + "reason": "Different models and load-time failures; no clear shared underlying bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE offload/deepspeed conversion issue is unrelated to GLM-4.7-Flash test loading." + "reason": "Different model families and different loading/offload paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family (SigLIP2) but one is a docs/example mismatch plus quantization failure, the other is bad inference outputs; not clearly one bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/Qwen3-MoE compatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "LoRA/Qwen3 MoE hf4.x vs hf5.x compatibility is unrelated to generic resize_token_embeddings propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math and SGD args handling are separate problems." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and unrelated loading paths." + "reason": "Different model/version compatibility issues with no shared code-path indicated." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is unrelated to sinq quantization save/load corruption." + "reason": "Different GLM5/model-loading and quantization persistence bugs." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes/model families and are not clearly the same defect." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Extra-state handling in save/from_pretrained is a different failure mode from init_empty_weights rejecting _is_hf_initialized." + "reason": "save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are separate load/save failures." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug in related Gemma/T5Gemma wrappers; one is the broader report, the other a narrower variant." + "reason": "Both report resize_token_embeddings failing to update nested/output embeddings in composite models; 45335 looks like a narrower variant of the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crash sites and model classes: Qwen3.5 chat vs Gemma4Processor in serve." + "reason": "Different models and crash causes: chat crash for Qwen3.5 vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash_attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." + "reason": "Both involve flash_attention.py, but one is a packed-sequence/position_ids bug and the other is a sink-less s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch is not the same as failing to load a specific model." + "reason": "One is tokenizer vocab-size inconsistency; the other is a model-loading failure for a different tokenizer/model." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve lm_head tying, but they are different model families and not clearly the same concrete fix." + "reason": "Both mention untied lm_head weights, but they are different model classes with no clear proof of the same code-path bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility is unrelated to meta-device model loading regressions." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 docs/model issues are unrelated to GLM5." + "reason": "General Torch 2.10 incompatibility is not the same as meta-device loading breakage for specific models." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization and memory, but the failures are different: offloading behavior vs reserved-memory OOM." + "reason": "Quantization/offload inefficiency and int4 reserved-memory/OOM are related only at a high level, not the same bug." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms: Qwen3 device-map assert vs AudioFlamingo3 embedding/token leakage." + "reason": "SigLIP2 documentation/model issues are unrelated to GLM5 loading problems." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient-checkpointing/PEFT LoRA is unrelated to an apex RMSNorm memory leak." + "reason": "Gradient checkpointing/PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping crash and AudioFlamingo3 track-leak inference bug are different failures." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model architectures and different failures: FSDP2 shared_kv_states bug vs from_config not unwrapping text_config." + "reason": "Gemma-4 FSDP2 attention state bug vs Qwen composite config unwrapping bug; different models and code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to disabling mmap to avoid OOM." + "reason": "Unexpected init arg during init_empty_weights is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline breakage are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Not the same bug: one is quantized offloading not working, the other is increased CUDA reserved memory under int4 quantization." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are separate issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: FSDP2 attention state vs CPU-offload rotary embedding compatibility." + "reason": "Gemma-4 FSDP2 attention state handling and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:45276 and issue:45335, is plausibly the same resize_token_embeddings propagation bug across related Gemma/T5Gemma wrappers, and the rest of the soft-edge rejections are phrased narrowly without overclaiming shared root causes." + "feedback": "The assessment is grounded in the packet and stays conservative overall. The one accepted pair, issue:45276 \u2194 issue:45335, is well supported by the titles and the high similarity signal: both describe resize_token_embeddings failing to propagate to nested/output embeddings in composite models. The rest of the soft-edge verdicts are appropriately cautious and do not overclaim shared root causes based on broad subsystem overlap alone." }, "evaluator_used": true, "retried": false, @@ -2495,7 +2459,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:39404", "issue:42796", @@ -2549,10 +2513,10 @@ "soft_pairs": [ "issue:44292|issue:44912", "issue:44387|issue:44756", - "issue:44155|issue:45823", - "issue:42947|issue:43381", "issue:43957|issue:44756", + "issue:44155|issue:45823", "issue:43335|issue:45663", + "issue:42947|issue:43381", "issue:44863|issue:46468", "issue:45276|issue:45292", "issue:45685|issue:46468", @@ -2560,36 +2524,36 @@ "issue:44164|issue:44756", "issue:43381|issue:44928", "issue:43854|issue:45216", - "issue:45588|issue:45663", "issue:45684|issue:45698", + "issue:45588|issue:45663", "issue:42796|issue:46326", "issue:45292|issue:45335", - "issue:43646|issue:43708", "issue:43828|issue:43957", + "issue:43646|issue:43708", "issue:44402|issue:44451", "issue:43645|issue:44164", "issue:44589|issue:44756", "issue:43425|issue:43828", - "issue:46315|issue:46491", "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:43425|issue:45823", "issue:44683|issue:45823", + "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44479|issue:44805", "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "d2df45d77c709574d878c4c750c39bc37101ea6e1ebeba26e6ed635f94d5d989", + "prepared_review_unit_hash": "f04df2b56683c7ed236d1fa38fe3c692b088629108fc88e4118891912a37b290", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, @@ -2604,216 +2568,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy, but one small duplicate set is clear: the resize_token_embeddings regression reported generically and in model-specific forms. Most other soft edges are only thematic matches (same subsystem or symptom class) and do not look like the same underlying bug.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45292 is the clearest generic description of the resize_token_embeddings bug and sits at the center of the only obvious duplicate chain (with 45276 and 45335).", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate pocket is around `resize_token_embeddings` not propagating changes to output/token embeddings across related model variants; most other soft matches are just same subsystem, same model family, or same symptom class, not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45292 is the cleanest general statement of the duplicate set: it describes the core `resize_token_embeddings` bug against `output_embeddings`, and it sits at the center of the accepted near-duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative of the actual duplicate subcluster because it states the shared failure mode without model-specific noise.", + "best_issue_reason": "issue:45292 is the best global representative because it is concise, model-agnostic, and captures the shared code-path problem better than the more model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization-loading problems, but they involve different models and different quantization formats; no same code-path evidence." + "reason": "Both are quantization/load failures, but they affect different models and different quantization formats (`NVFP4` vs `MXFP4`); too broad to be the same bug." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is mmap behavior on Strix Halo; different bugs." + "reason": "One is an int4 quantization memory regression; the other is Strix Halo mmap/OOM behavior. Same symptom, different underlying cause." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Audio track leakage vs Gemma4 device mismatch are unrelated failures." + "reason": "`torch.device('meta')` model-loading breakage is unrelated to the Strix Halo mmap/OOM issue." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Both involve gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." + "reason": "AudioFlamingo3 track leakage and Gemma4 device-mapping mismatch are different forward-path bugs." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different root causes." + "reason": "Different models and different failures: SwitchTransformers config construction vs Gemma4 FSDP2 cache rebuilding." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Sparse-layer config bug and Gemma4 FSDP shared_kv_states bug are unrelated." + "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA effectiveness and the other about eval-mode usage." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken example; not the same bug." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example script failure; not the same code-path bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; one report is model-specific and the other is the generic version." + "reason": "Both report `resize_token_embeddings` not updating output-side embeddings; `45276` is a model-specific variant of the same underlying bug." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support error and Nemotron example breakage are unrelated." + "reason": "Unrelated failures: MPS histogram type error in MoE vs a Nemotron example breakage." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are model/config regressions, but they affect different model families and different failure modes." + "reason": "Video-input regression for Qwen VL models is unrelated to strict config loading for granite_speech." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + "reason": "Save/load `extra_state` handling is unrelated to mmap-induced OOM on Strix Halo." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and RLHF NaN from SDPA fallback are different problems." + "reason": "Gradient checkpointing in eval mode is not the same as Qwen3.5 RLHF NaNs from 3D `position_ids` and SDPA fallback." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Checkpoint loading for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are distinct." + "reason": "Model-test loading failure for GLM-4.7-Flash and Qwen3.5 save regression are different code paths." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "flash_attention s_aux handling and Gemma4 FSDP state rebuilding are different code paths." + "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Both are custom-model save/load related, but permissions propagation is not the same as wrong module resolution." + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared KV state are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer bugs, but BPE marker handling and continue_final_message behavior are not the same issue." + "reason": "Both are tokenizer issues, but one is BPE-marker handling and the other is `continue_final_message` logic." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug, with 45335 being the T5Gemma-specific manifestation." + "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate to output/decoder embeddings across model variants." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps calculation are unrelated." + "reason": "Both mention mismatches, but one is autocast dtype behavior and the other is meta-device loading." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading are different failures." + "reason": "Custom model initialization in notebooks and Trainer resume/max_steps calculation are unrelated bugs." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab/special-token mismatch and inability to load a specific model are not clearly the same bug." + "reason": "Both are model/tokenizer loading issues, but they concern different models and different failure modes." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init and extra_state save/load handling are different custom-model issues." + "reason": "Notebook custom-model initialization and `extra_state` save/load handling do not share the same concrete defect." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo OOM are unrelated." + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different problems." + "reason": "A broad Torch 2.10 incompatibility report is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Slow convert_tokens_to_ids and CodeLlama leading-space round-trip regression are different tokenizer bugs." + "reason": "Both are tokenizer regressions, but one is wrong token IDs and the other is slower `convert_tokens_to_ids`." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Granite token ID regression and convert_tokens_to_ids performance regression are unrelated." + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are different defects." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression and generic tokenization changes do not look like the same bug." + "reason": "Whisper pipeline `return_language` regression is unrelated to a generic tokenization change report." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve model loading, but base_model_prefix loading and notebook-defined custom model initialization are different failure modes." + "reason": "Both concern custom model loading after v5, but one is about `base_model_prefix` and the other about Jupyter-defined classes; too different to merge." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language regression and from_pretrained behavior inside Python classes are not the same issue." + "reason": "Whisper pipeline language return and `from_pretrained` inside Python classes are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and compile non-template nodes TypeError are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch compatibility issue and Gemma4 device mismatch are different bugs." + "reason": "PagedAttentionCache group-type failure and non-template-node compile error are not the same code-path problem." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention regression on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch with `device_map='auto'` are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are different issues." + "reason": "Qwen VL video-input regression and a generic mask-shape IndexError are not the same bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compile error on non-template nodes are unrelated." + "reason": "Float8 storage lookup and compile-node type errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only clearly duplicated set in the packet is the resize_token_embeddings trio (45276/45292/45335), and the other soft-edge rejections stay within what the titles support. No obvious overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate pocket around resize_token_embeddings (45276/45292/45335) is well supported by the titles and similarity scores, and the other soft-edge rejections do not overclaim sameness beyond what the packet shows." }, "evaluator_used": true, "retried": false, @@ -2832,8 +2790,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ + "issue:32090", "issue:36032", "issue:39404", "issue:42796", @@ -2842,10 +2801,9 @@ "issue:43404", "issue:43425", "issue:43452", - "issue:43582", + "issue:43541", "issue:43596", "issue:43611", - "issue:43632", "issue:43643", "issue:43644", "issue:43716", @@ -2886,12 +2844,12 @@ "soft_pairs": [ "issue:43906|issue:44530", "issue:43901|issue:44509", - "issue:43994|issue:44079", - "issue:44265|issue:44898", "issue:43425|issue:44918", + "issue:43994|issue:44079", "issue:44671|issue:44991", - "issue:39404|issue:44912", + "issue:44265|issue:44898", "issue:36032|issue:43452", + "issue:39404|issue:44912", "issue:44164|issue:45759", "issue:46050|issue:46326", "issue:43299|issue:43931", @@ -2902,241 +2860,244 @@ "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:44488|issue:44987", - "issue:44462|issue:46489", "issue:43611|issue:43644", + "issue:44462|issue:46489", "issue:42796|issue:43404", - "issue:44737|issue:45859", - "issue:39404|issue:44671", - "issue:46285|issue:46402", "issue:36032|issue:42915", "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:32090|issue:39404", + "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:43582|issue:43632", "issue:44451|issue:44987", - "issue:42915|issue:44530" + "issue:42915|issue:44530", + "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "34e241f4887ed61bafc85d439d2e231c7b43c96b46c2490803ffd32a54a40701", + "prepared_review_unit_hash": "150636bc4a963e822dec0c6c4435b1922171d8cf7ae0483fcf0780b1c7aa0ef4", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37036, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers v5 regressions clustered by broad tokenizer/model-loading similarity, not true duplicates. The best anchor is the broadest v5 loading regression issue.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43611 is the broadest, most representative report of the cluster\u2019s main theme: Transformers v5 breaking model loading behavior in a general way.", + "summary": "Mostly unrelated issue pairs by title/metadata. The one clear duplicate-like match is the Qwen3-VL MoE loading pair (43299/43931); the rest look like separate bugs or separate documentation/model-specific regressions.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43299 is the broadest and most central report in the only strong duplicate-like pair: a Transformers 5.0.0.dev0 regression breaking Qwen3-VL MoE model loading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best global representative because it describes a general v5 loading regression rather than a model-specific edge case or documentation-only problem.", + "best_issue_reason": "issue:43299 best represents the shared Qwen3-VL MoE loading failure described by the matching pair, while issue:43931 reads as a more specific symptom of the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Different problems: an isolated reproduction of an older bug versus a Qwen3.5 PagedAttentionCache crash in linear_attention." + "reason": "The titles point to different areas: an isolated reproduction of an old issue versus a Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs-only mismatches, but one is about `return_all_scores` behavior in text classification while the other is about removed pipeline task docs." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Different failure modes: SigLIP2 wrong outputs versus a `ModelOutput` key-assignment bug." + "reason": "Both are docs-related, but the titles describe different documentation topics and different pipeline task mentions." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Unrelated areas: `torch.export` incompatibility with `torch_compilable_check` versus Perceiver image-classification resizing behavior." + "reason": "The titles describe different failures: Torch version incompatibility versus a Qwen3.5 SFT trainer embedding issue." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "No shared bug: torch version compatibility versus a Qwen3.5/TRL embedding-unpacking issue." + "reason": "The titles suggest different bug types: SigLIP2 inference/output issues versus ModelOutput key assignment." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer/model regressions, but they affect different models and likely different code paths." + "reason": "Both are tokenizer/model regressions in v5, but the titles refer to different models and different loading failures." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "The titles describe different problems: torch.export export failure versus a Perceiver image classification issue." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both are loading errors, but one is a T5 tokenizer method-name conflict and the other is gguf_file handling in from_pretrained." + "reason": "The titles point to different loading bugs: a T5 tokenizer conflict and a gguf/from_pretrained breakage." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "The titles describe different regressions: Whisper pipeline return_language and MXFP4 quantization loading/fallback." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Save/load extra_state handling is distinct from `from_config` not unwrapping `text_config`." + "reason": "The titles describe different save/load or config-handling problems: extra_state versus composite Qwen multimodal configs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Different persistence paths: quantized save/load corruption versus `continue_final_message` on mistral_common tokenizers." + "reason": "The titles point to different bugs: quantized save/load corruption and a mistral_common tokenizer behavior issue." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a dev0 regression and the other is a weight-shape mismatch; not the same bug." + "accept": true, + "reason": "The titles are closely aligned on Qwen3-VL MoE model loading; one is the broad regression and the other is a specific weight-shape mismatch symptom." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Unrelated: isolated reproduction of an old issue versus a mistral_common tokenizer behavior bug." + "reason": "The titles describe different issues: an isolated reproduction of an old issue and a tokenizer continue_final_message bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: loading EMBEDDIA/est-roberta versus `_patch_mistral_regex` backend-tokenizer assumptions." + "reason": "The titles describe different tokenizer-loading failures on different models." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency; the other is a Strix Halo mmap/OOM workaround." + "reason": "The titles point to different topics: Qwen3 MoE training memory usage versus Strix Halo mmap/OOM handling." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel indexing error is unrelated to compiled flex_attention on newer torch." + "reason": "The titles describe different failures: a deepspeed zero3/BertModel index error and a compiled flex_attention torch version issue." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Different surfaces: extra_state save/load versus video input regression for Qwen VL models." + "reason": "The titles describe different behaviors: extra_state save/load handling and a Qwen VL video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading failure for a specific tokenizer/model is not the same as the mistral regex patch crash." + "reason": "The titles indicate different tokenizer loading problems for different models." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but one is a tokenizer/model load failure and the other is a composite Qwen config `from_config` issue." + "reason": "The titles describe different loading regressions for different model names and version ranges." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "They both mention tokenizer behavior, but one is about `AutoTokenizer` ignoring `tokenizer.json` while the other is a specific DeepSeek-Coder output regression tied to a separate fix gap." + "reason": "The titles point to different v5 breakages: base_model_prefix loading and non-persistent buffers." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "General v5 loading breakage versus non-persistent buffers being filled with junk; different root causes." + "reason": "The titles describe different tokenizer-related bugs: ignoring tokenizer.json and a DeepSeek-Coder v1 output regression." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3Moe FP8 config failure are unrelated." + "reason": "The titles refer to different problems: tokenizer BPE marker handling and Mistral3 weight tying." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Both are device/offload related, but one is XLNet CPU placement inefficiency and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "The titles point to different failures: a T5 tokenizer load error and a Qwen3 MoE FineGrainedFP8Config issue." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM prediction errors are different bugs." + "reason": "The titles describe different bugs: image preprocessor dtype mismatch and a template compilation TypeError." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model-family regressions: CLIP structure inconsistency versus Sam3 text-encoder weights not loading." + "reason": "The titles point to different model-structure/loading issues affecting different models." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failures." + "reason": "The titles describe different errors: Trainer GPU broadcast failure and Whisper return_language behavior." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Mistral image-preprocessor/model dtype mismatch is unrelated to a template compilation TypeError." + "reason": "The titles both mention device/offload concerns, but they describe different models and different failures." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES` add-new-model-like failure is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "The titles point to unrelated topics: TOKENIZER_MAPPING_NAMES behavior and flex_attention compilation." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained` with `trust_remote_code=True` is not the same as a Qwen3.5 paged-attention crash." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "AppleSilicon warmup TypeError and `_is_hf_initialized` flag breakage are different runtime issues." + "reason": "The titles describe different bugs: missing config fields with trust_remote_code and a Qwen3.5 cache crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Model load failure for a specific checkpoint is not the same as the Qwen composite-config loading bug." + "reason": "The titles indicate different loading regressions for different models." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is distinct from PagedAttentionCache crashing on Qwen3.5 linear_attention groups." + "reason": "The titles describe different Qwen3-related issues: FineGrainedFP8Config versus PagedAttentionCache linear_attention." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "The titles point to different code-path failures: torch dynamo grouped_mm tracing and template compilation." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is plausible, but several soft-edge explanations go beyond what the packet supports. With only titles/metadata available, claims like \u201cdifferent subsystems,\u201d \u201cno shared code path is evident,\u201d or specific root-cause distinctions are a bit too strong. The Qwen3-VL MoE pair (43299/43931) is the only clearly plausible duplicate-like match from the packet, but the rest of the verdicts should stay more explicitly title-based and tentative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3151,7 +3112,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28530", "issue:34567", @@ -3160,7 +3121,6 @@ "issue:40990", "issue:42175", "issue:42915", - "issue:43089", "issue:43262", "issue:43317", "issue:43377", @@ -3168,7 +3128,8 @@ "issue:43421", "issue:43452", "issue:43482", - "issue:43541", + "issue:43582", + "issue:43632", "issue:43644", "issue:43645", "issue:43646", @@ -3180,7 +3141,6 @@ "issue:44062", "issue:44206", "issue:44220", - "issue:44265", "issue:44291", "issue:44403", "issue:44451", @@ -3188,6 +3148,7 @@ "issue:44466", "issue:44488", "issue:44534", + "issue:44589", "issue:44610", "issue:44811", "issue:44849", @@ -3204,272 +3165,265 @@ ], "soft_pairs": [ "issue:40990|issue:43421", - "issue:43541|issue:45084", - "issue:34567|issue:40444", + "issue:43582|issue:43632", "issue:43644|issue:43646", + "issue:34567|issue:40444", "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:44811|issue:45584", "issue:43883|issue:44488", "issue:40444|issue:46326", - "issue:43452|issue:43482", "issue:36032|issue:43645", + "issue:43452|issue:43482", "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:43262|issue:43377", "issue:43746|issue:46326", - "issue:44464|issue:45987", "issue:44403|issue:45081", - "issue:43646|issue:44534", "issue:42915|issue:45084", "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", "issue:43404|issue:44466", "issue:43645|issue:44534", "issue:44849|issue:45325", "issue:43377|issue:43819", - "issue:28530|issue:34567", - "issue:43994|issue:44610", "issue:44451|issue:45081", - "issue:44987|issue:45081", "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", "issue:36032|issue:43742", - "issue:43089|issue:45987", - "issue:44265|issue:44610", + "issue:42915|issue:44589", "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "c6a0d4b2c17a2b00549b18d24b046d0d5e19a1c6069c6974177363e4ffc9bc37", + "prepared_review_unit_hash": "ab9dd1879980ea9690688a1a90289bab50b8ce22508bab53c9c93b90a6c6a5fb", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38095, - "estimated_input_tokens": 9524, - "estimated_eval_tokens": 19304 + "soft_pair_count": 33, + "serialized_chars": 37705, + "estimated_input_tokens": 9427, + "estimated_eval_tokens": 19110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports. None of the soft pairs look like the same underlying issue closely enough to merge, and the strongest representative issue is the non-persistent buffer regression (#43644).", - "confidence": 0.79, - "canonical_issue_reason": "#43644 is the clearest, most central report with a broad v5 regression and strong signal; it also aligns closely with the near-duplicate #44534.", + "summary": "This cluster is mostly a loose family of Transformers v5-era loading/initialization regressions, but the soft pairs are generally too different to merge as exact duplicates. The best representative issue is the broad custom-model initialization regression.", + "confidence": 0.54, + "canonical_issue_reason": "issue:43646 is the broadest, most central report in the set: it describes a Transformers 5.0.0 regression in custom model initialization, which is the closest umbrella theme for several nearby v5 loading/init failures.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is a well-scoped, high-signal bug report with a concrete failure mode and broad impact, making it a good cluster representative.", + "best_issue_reason": "issue:43646 is the best cluster anchor because it is generic enough to represent the recurring v5 initialization/loading breakages without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Different subsystems and failures: perplexity/debugging of a model vs tokenizer backend special-token updates." + "reason": "Different bugs: perplexity/model-eval behavior vs tokenizer post-processor updates at runtime." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Unrelated errors: torch-dynamo grouped_mm tracing vs tokenizer/template compilation." + "reason": "Unrelated failures: Apple Silicon warmup TypeError vs `_is_hf_initialized` flag breakage." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Token counting state bug vs multimodal iterable dataset/image batching failure." + "reason": "Both are v5 regressions, but one is about non-persistent buffers being corrupted and the other about custom model initialization; not the same concrete bug." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Both are v5 breakages, but one is buffer initialization junk and the other is custom model init; not the same concrete bug." + "reason": "Different subsystems and symptoms: token counting vs multimodal iterable dataset handling." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Different backend-installation issues: missing tensorflow in extras vs unknown tensorflow_text backend mapping." + "reason": "Both mention backend packaging, but the specific issues differ: missing tensorflow in extras vs an unsupported `tensorflow_text` backend name." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Related audio area, but one is a center-arg regression in an extractor and the other is a separate fbank helper issue." + "reason": "Related audio code, but the reported failures are different and not clearly the same root cause." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both involve Whisper/special tokens, but one is about `batch_decode` ignoring a flag and the other is empty-transcription generation after token alignment." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures affecting different models and code paths." + "reason": "Unrelated: missing tied-weights metadata in one model vs a separate model-loading failure." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal dataset/image batching bug vs tokenizer continue_final_message behavior; unrelated." + "reason": "Different model families and code paths: multimodal iterable dataset loading vs mistral_common tokenizer behavior." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic from_pretrained gguf_file breakage and the other is a model-specific Qwen2.5-GGUF v5 failure." + "reason": "Different problems: tokenizer method-name conflict vs Jupyter/custom model initialization regression." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer class conflict vs custom model initialization in notebooks; different bugs." + "reason": "Both are GGUF-related, but one is a generic `gguf_file` loader break and the other is a specific Qwen2.5-GGUF load failure; not enough evidence they are the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload loading vs Qwen2.5 GGUF loading; not the same failure." + "reason": "Different loading paths: device_map/offload dequantized model loading vs GGUF model loading." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Tokenizer compilation error vs GraniteMoEHybrid calling an invalid method; different code paths." + "reason": "Different failures: template compilation error vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they target different models and likely different root causes." + "reason": "Both are model/tokenizer loading regressions, but they affect different models and likely different root causes." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI encoder batching/padding-mask mismatch." + "reason": "Audio-processing bugs, but one is chat-template sampling-rate handling and the other is batch padding-mask behavior." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local checkpoint loading vs mistral_common continue_final_message; unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs StaticCache return-type contract; different bugs." + "reason": "Different features and code paths: PEFT/local checkpoint loading vs mistral_common continue-final-message behavior." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise/logging issue vs Mistral tokenizer regex patch crash; not the same problem." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Similar v5/custom-model theme, but one is custom init breakage and the other is non-persistent buffer corruption." + "reason": "Noise on load vs a specific Mistral tokenizer regex patch crash; not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure on Qwen3Moe vs template compilation TypeError; unrelated." + "reason": "Completely different failures: FP8 config loading vs template compilation." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute issue vs tokenizer loading regression for a different model." + "reason": "Different model-specific load failures with no shared concrete code-path evident." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward vs cache length return-type contract; related area, but not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about custom model init and the other about non-persistent buffer serialization." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Mistral3 lm_head tying bug vs device-dependent serialization bug; different concrete failures." + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model and the other is serialization varying by device." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom-model notebook/init regression vs non-persistent buffer junk; not the same underlying issue." + "reason": "Different symptoms and code paths: notebook model init vs buffer serialization corruption." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs: hidden states output vs rope index scaling for Qwen2.5-VL." + "reason": "Different Qwen model bugs: hidden-state output vs rope/position-id scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Batched-vs-single MIMI encoder outputs vs DAC forward/from_latents mismatch; unrelated." + "reason": "Both touch audio/codec models, but one is padding-mask batching and the other is STE/forward mismatch in DAC." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Early stopping metric selection issue vs TrainerState token-count tracking bug." + "reason": "Different model-loading failures in unrelated tokenizers/models." }, { - "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." + "reason": "Both involve FP8-ish issues, but the reported errors and likely code paths are not the same." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Different model-loading failure than a Mistral tokenizer regex patch crash." + "reason": "Different models and failures: nonsensical outputs vs processor/model input-size mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model load failure for a specific repo vs tokenizer regex patch crash; different roots." + "reason": "Unrelated model-loading regressions with different failure modes." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "FP8/Qwen3Moe issue vs init_empty_weights unexpected argument; unrelated." + "reason": "Completely different trainer features: early stopping metric selection vs token counting state updates." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method conflict vs key error loading MobileLLM-125M; different bugs." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation performance overhead vs cache length return-type contract; unrelated." + "reason": "Different tokenizer/model loading errors with no clear shared root cause." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs processor output-size mismatch; different areas." + "reason": "Both mention FP8/float8-adjacent failures, but the concrete bug surfaces are different and not clearly mergeable." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken argument collision vs a model-loading regression for another repo; not the same issue." + "reason": "Different tokenizer construction/loading errors for different models." } ] }, @@ -3491,7 +3445,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:33666", "issue:35707", @@ -3500,11 +3454,9 @@ "issue:40990", "issue:41553", "issue:41720", - "issue:42175", "issue:42796", - "issue:42915", + "issue:43089", "issue:43296", - "issue:43317", "issue:43322", "issue:43381", "issue:43425", @@ -3517,14 +3469,15 @@ "issue:43632", "issue:43746", "issue:43792", - "issue:43856", "issue:44079", "issue:44220", + "issue:44265", "issue:44291", "issue:44403", "issue:44479", "issue:44534", "issue:44589", + "issue:44610", "issue:44683", "issue:44756", "issue:44811", @@ -3534,33 +3487,34 @@ "issue:45325", "issue:45357", "issue:45538", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", + "issue:45987", "issue:46315", "issue:46491", "issue:46710" ], "soft_pairs": [ - "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:44265|issue:44610", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:45216|issue:45357", "issue:36032|issue:41720", - "issue:44991|issue:46315", "issue:43531|issue:44877", - "issue:43296|issue:43531", + "issue:44991|issue:46315", "issue:43425|issue:44403", - "issue:43611|issue:44534", + "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:43632|issue:44756", "issue:43381|issue:45923", - "issue:42796|issue:43746", "issue:43792|issue:44589", + "issue:42796|issue:43746", "issue:33666|issue:40444", "issue:44291|issue:44589", "issue:44079|issue:45663", @@ -3568,236 +3522,221 @@ "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:43317|issue:43856", - "issue:43531|issue:44291", - "issue:42175|issue:45542" + "issue:43632|issue:44534", + "issue:41553|issue:43582" ], - "prepared_review_unit_hash": "a93d8313339ab1ceb179fc9d2539eafaa163e3279fe09a6ffe92a8ddb023c6d9", + "prepared_review_unit_hash": "18512ec71675f07834add63213c4e214ef6874d732b2ce9bf5b2ba3d96ade4fc", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36721, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35649, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers/model bug reports. Only the two Qwen3.5 save_pretrained regressions look like the same underlying issue; the rest are related by theme but not by the same concrete bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45216 is the broader regression report for Qwen3.5 save_pretrained checkpoint corruption; issue:45357 reads like a later, narrower follow-up about the visual encoder keys.", + "summary": "Mostly heterogeneous issue cluster. The only clear duplicate pair is the Qwen3.5 save_pretrained regression; the Qwen VL video vs still-image rope-index reports are related but not the same bug and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45216 is the best anchor because it states a concrete Qwen3.5 save_pretrained regression with a clear version boundary, and issue:45357 reads like the same checkpoint-key bug persisting in a later release.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best anchor because it is earlier and more general, making it a better representative of the duplicated Qwen3.5 save_pretrained bug than the more specific follow-up.", + "best_issue_reason": "issue:45216 is the most representative and actionable issue in the set: it has a specific failure mode, version regression, and a strong duplicate candidate in issue:45357.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is unrelated to StaticCache.get_seq_length() returning a tensor instead of an int." + }, + { + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Both involve FP8/float8 failures, but one is a Qwen3MoE FineGrainedFP8Config failure and the other is a storage-object lookup error; not clearly the same concrete bug." + "reason": "torch.export with torch_compilable_check is a different failure mode from OmDet-Turbo's processor/model image-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal load/runtime failures, but they affect different model families and error paths (Llava Next segfault vs Qwen3OmniMoe video ValueError)." + "reason": "Both are multimodal failures, but one is a Llava Next load crash and the other is a Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen VL rope/vision position handling, but one is a broad video-input regression and the other is a specific still-image temporal scaling bug; not enough to treat as the same defect." + "reason": "They are both Qwen VL-related, but one is a video-input regression across several models while the other is a still-image temporal position_ids scaling issue in qwen2.5-vl." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same model family and same save_pretrained regression; the later report just narrows the symptom to incorrect visual encoder keys, so they plausibly describe one underlying checkpoint-saving bug." + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-layout regression affecting the visual encoder keys." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer constructor conflict in T5 is unrelated to Qwen3 auto device mapping / cudaErrorAssert." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a loading failure and the other is a performance slowdown in convert_tokens_to_ids; different bugs." + "reason": "A T5 tokenizer method-name conflict is unrelated to Qwen3 auto device mapping causing cudaErrorAssert." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated issues." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different bugs in different model families." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window handling." + "reason": "One is a tokenizer loading failure and the other is a tokenizer performance regression; they are not the same bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and loading noise are different regressions with different symptoms." + "reason": "Torch 2.10 incompatibility is unrelated to noisy model-loading warnings." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are distinct v5 regressions." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window issues." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "A torch_extract_fbank_features issue is not the same as compiled flex_attention failing on torch >= 2.9." + "reason": "Audio feature extraction and compiled flex_attention failures are separate code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are both v5 regressions but not the same underlying issue." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to a Qwen2.5-VL rope-index scaling bug." + "reason": "Both are Qwen2.5-VL-related, but one is training with multiple images per prompt and the other is temporal position-id scaling." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one affects Granite token IDs and the other is a CodeLlama round-trip spacing issue." + "reason": "Different tokenizer regressions on different model families and different symptoms." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated bugs." + "reason": "Loading noise and tokenizer load failure are not the same bug." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Noise on model loading and tokenizer loading failure are different problems." + "reason": "An _is_hf_initialized regression and a Strix Halo mmap OOM are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing failure is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "An eval-mode checkpointing misuse is different from a missing supports_gradient_checkpointing flag." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Whisper loading/runtime failure and missing Float8 storage object are distinct failures." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Whisper runtime failure and float8 storage lookup error do not describe the same code-path problem." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and multi-image IterableDataset finetuning are different training scenarios with different failure modes." + "reason": "Both are Qwen VL training issues, but they affect different models and different failure modes." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to float8 storage resolution." + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are separate compatibility bugs." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are unrelated internals." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skipping special tokens." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and DeepSeek-R1-Distill-Llama accuracy regression are different bugs." + "reason": "A tokenizer BPE-marker bug is unrelated to a DeepSeek-R1 accuracy regression after upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and Llama4Config pad_token_id attribute error are unrelated model-loading issues." + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are different loading issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are different v5 regressions." + "reason": "inputs_embeds/past_key_values progressive generation is unrelated to Qwen2.5-VL multi-image IterableDataset finetuning." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "device_map/offload loading failure and Qwen3 MoE training memory inefficiency are not the same bug." + "reason": "GGUF loading under v5 and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized TypeError are unrelated." + "reason": "A broken _is_hf_initialized flag is not the same as non-persistent buffers being filled with junk." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Missing TensorFlow backend in torch extra install and tensorboard-only undefined tf backend error are related packaging areas but different concrete failures." + "reason": "AutoTokenizer error messaging for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:45216 / issue:45357) is a conservative same-bug call based on the two Qwen3.5 save_pretrained regression reports. The remaining pair verdicts stay appropriately cautious and do not overstate evidence." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong. `issue:44479` and `issue:45325` are related in topic/version, yet the packet only shows a broad overlap around Qwen VL / temporal-position handling; it does not clearly establish they are the same bug, especially since one is a video-input regression across several models and the other is a still-image temporal position_ids scaling issue in qwen2.5-vl. That pair should stay conservative/rejected unless there is stronger evidence. The Qwen3.5 `save_pretrained` pair (`45216`/`45357`) looks plausible, and the rest of the rejects are well supported." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3813,30 +3752,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:40444", "issue:41720", "issue:42175", "issue:42796", "issue:42915", - "issue:43262", "issue:43296", + "issue:43317", "issue:43377", "issue:43421", "issue:43454", "issue:43482", "issue:43493", - "issue:43606", + "issue:43531", "issue:43611", "issue:43632", "issue:43644", "issue:43646", "issue:43701", - "issue:43746", "issue:43749", "issue:43792", "issue:43818", + "issue:43856", "issue:43873", "issue:43957", "issue:43994", @@ -3845,7 +3784,6 @@ "issue:44291", "issue:44462", "issue:44466", - "issue:44479", "issue:44534", "issue:44568", "issue:44829", @@ -3857,252 +3795,252 @@ "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:43531|issue:44291", + "issue:42175|issue:45542", "issue:43421|issue:44568", "issue:44829|issue:45479", - "issue:44079|issue:44534", "issue:41720|issue:45081", + "issue:44079|issue:44534", "issue:43818|issue:46402", "issue:44462|issue:45812", "issue:43818|issue:45357", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", - "issue:43749|issue:44079", "issue:42175|issue:43296", + "issue:43749|issue:44079", "issue:44265|issue:45072", - "issue:45325|issue:45381", "issue:43454|issue:44466", + "issue:43792|issue:43957", + "issue:45325|issue:45381", "issue:43493|issue:43994", "issue:40444|issue:45381", - "issue:43792|issue:43957", "issue:45325|issue:45834", "issue:42915|issue:43482", - "issue:43632|issue:45072", "issue:44291|issue:44877", - "issue:43701|issue:45325", - "issue:42796|issue:45381", + "issue:43632|issue:45072", "issue:43873|issue:45701", - "issue:43296|issue:45800", - "issue:44479|issue:45823", - "issue:43606|issue:44265", - "issue:43262|issue:43746" + "issue:42796|issue:45381", + "issue:43701|issue:45325", + "issue:43296|issue:45800" ], - "prepared_review_unit_hash": "6dd359c9ce050d97fdc399dd04954f9856a1d9a04c4942dbcd99686f274215c2", + "prepared_review_unit_hash": "97b57966be4512734e9325e140dba72cf1664dec325fb169b37e39439e87a3b5", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36754, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only clearly duplicate-worthy pair is the Qwen2.5-VL position-id regression between 45325 and 45381. The SigLIP2 pair is too broad to merge conservatively, despite shared model family and wrong-output symptoms.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45325 is the best canonical issue anchor: it states a specific root-cause-style regression in the shared Qwen2.5-VL rope/position-id path, and issue:45381 reads like the same concrete bug from another angle. The rest of the cluster is mixed and does not form a single coherent duplicate set.", + "summary": "Mostly heterogeneous regression reports with two plausible duplicates: the SigLIP2 output-mismatch pair, and a Qwen2.5-VL positional-index pair that is similar but not strong enough to merge as one bug. The cluster\u2019s best representative remains the broad Transformers v5 initialization/loading regression theme.", + "confidence": 0.54, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the dominant cluster theme: Transformers v5 initialization/loading regressions impacting model setup behavior across many models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the strongest representative issue overall because it describes a concrete, reproducible v5.3.0 regression with a clear affected code path and a plausible duplicate target in 45381.", + "best_issue_reason": "Issue 43646 best captures the cluster\u2019s central pattern as a broad v5 initialization regression, rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different failures: device-map/offload loading error vs MoE training memory inefficiency." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs empty-weights init argument mismatch; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error." + }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special-token behavior, but one is runtime post-processor syncing and the other is add_special_tokens/BOS-EOS handling; different bugs." + "reason": "Runtime post-processor refresh bug vs tokenizer special-token insertion bug; different layers." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are degenerate-training/classification failures, but the models, triggers, and code paths differ." + "reason": "Different training regressions: flash-attention degeneration vs single-label zero-loss behavior." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both are v5 regressions, but one is ModelOutput key bookkeeping and the other is non-persistent buffer initialization; not the same bug." + "reason": "Auto device mapping cuda assert vs tokenizer regex patch AttributeError; unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different models and failures: Qwen3 CUDA assert vs a Mistral tokenizer patch crash." + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization junk; different internals." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Unrelated model-specific loading/architecture issues in different model families." + "reason": "Video-LLaVA vision-tower/temporal-attention issue vs Sam3 text-encoder weight loading regression." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization, but one is repo tokenizer selection and the other is a Granite token-ID regression; distinct issues." + "reason": "Repository tokenizer.json selection bug vs Granite token-id regression; not the same underlying issue." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and different problems: Video-LLaVA tower weights vs Qwen3.5 visual-key serialization." + "reason": "Different models and failures: Video-LLaVA architecture/weights vs Qwen3.5 visual-encoder save_pretrained keys." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are transformers v5 loading regressions, but they fail in different parts of model initialization." + "reason": "Related v5 breakages, but base_model_prefix loading and custom model initialization are distinct bugs." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/masking-related, but they affect different models and failure modes." + "reason": "Both involve batching effects, but they hit different models and different attention/mask paths." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different regressions: non-persistent buffer junk vs ModelOutput key assignment." + "reason": "Non-persistent buffer filling vs ModelOutput key assignment; unrelated regression types." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key assignment." + "reason": "Backend packaging issue vs PaddleOCR-VL load failure in vLLM; different problems." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Completely different areas: packaging/backend extras vs PaddleOCR-VL model loading." + "reason": "FSDP RAM-efficient loading breakage vs ModelOutput key assignment bug; different subsystems." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different subsystems: torch.export with torch_compilable_check vs dtype mismatch in bfloat16 inference." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL position-id regression in the shared rope-index / video-vs-still-image code path." + "reason": "torch.export / torch_compilable_check failure vs dtype mismatch in bfloat16 inference; not the same code-path problem." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is weight tying on load and the other is serialization behavior; different bugs." + "reason": "Tied lm_head weights not being tied vs inconsistent lm_head serialization by device; related theme, but distinct bugs." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Same model family and broad wrong-output symptoms, but the packet does not conservatively establish the same concrete SigLIP2 bug." + "reason": "Whisper runtime failure vs meta-device model loading regression; no concrete overlap." }, { - "left": "issue:40444", + "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both touch Qwen2.5-VL vision input, but one is finetuning multi-image IterableDataset failure and the other is a video position-id regression." + "reason": "Both are Qwen2.5-VL positional regressions, but one is still-image temporal position_ids and the other is video-input vision_position_ids; insufficient evidence they are the same bug." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 HF-vs-original implementation mismatch that yields wrong outputs." + }, + { + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different bugs: Whisper runtime failure vs meta-device loading breakage." + "reason": "Multiple-images-per-prompt finetuning failure vs video-input position_id bug; same family, different concrete bugs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL position IDs vs Kosmos2.5 OCR index error." + "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 long-OCR index error; unrelated models and paths." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model-loading failures in unrelated model families." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "Different regressions: _is_hf_initialized handling vs dtype mismatch in inference." + "reason": "Qwen3MoE FP8 config failure vs GGUF loading failure for Qwen2.5; different quantization/loading issues." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different failures: init_empty_weights/_is_hf_initialized argument error vs strict granite_speech config loading." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + "reason": "Empty-weights init argument mismatch vs strict config validation rejecting granite_speech config; different causes." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "_is_hf_initialized regression vs dtype mismatch in bfloat16 inference; unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to a tokenization-version change regression." + "reason": "Quantization/offloading behavior vs tokenization version change; not the same bug." }, { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "Different compatibility problems: PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility." - }, - { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Different model families and different failures: Qwen video-input regression vs Gemma4 device mismatch." + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL position IDs; unrelated." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export/torch_compilable_check." + "reason": "resume_from_checkpoint key mismatch vs Qwen2.5-VL rope-index scaling bug; different failure surfaces." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech checkpoint loading." + "reason": "PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility; different issues." } ] }, "evaluator_result": { "accept": false, - "feedback": "The Qwen2.5-VL anchor on 45325/45381 is grounded, but the SigLIP2 pair is overstated: the packet only shows the same model family plus broad wrong-output symptoms, not enough to conservatively call 43493 and 43994 the same bug. The rest of the soft-edge rejects look appropriately cautious." + "feedback": "The cluster summary is mostly grounded, but it overreaches on at least one soft edge: issue:45325 vs issue:45381 are both Qwen2.5-VL position-id regressions, but the packet shows different surfaces (still-image temporal position_ids vs video-input vision_position_ids) and not enough evidence to call them the same bug. The SigLIP2 pair looks plausible, but the accepted Qwen2.5-VL duplicate verdict is too strong for the evidence provided." }, "evaluator_used": true, "retried": true, @@ -4121,7 +4059,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:34634", "issue:35707", @@ -4135,6 +4073,7 @@ "issue:42915", "issue:42947", "issue:43257", + "issue:43262", "issue:43317", "issue:43322", "issue:43377", @@ -4144,6 +4083,7 @@ "issue:43572", "issue:43606", "issue:43720", + "issue:43746", "issue:43749", "issue:43819", "issue:43873", @@ -4152,13 +4092,12 @@ "issue:44186", "issue:44265", "issue:44387", + "issue:44479", "issue:44488", "issue:44534", "issue:44568", "issue:44610", "issue:44898", - "issue:44977", - "issue:44991", "issue:45072", "issue:45584", "issue:45704", @@ -4172,6 +4111,9 @@ "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", @@ -4198,212 +4140,216 @@ "issue:41720|issue:43322", "issue:43526|issue:43883", "issue:36331|issue:42617", - "issue:44387|issue:45704", - "issue:43881|issue:44991", - "issue:41720|issue:44977" + "issue:44387|issue:45704" ], - "prepared_review_unit_hash": "5db35f690642d73a4ca56df7293dfeb05fd8f39e7af0134b6c1a641e78c11078", + "prepared_review_unit_hash": "6fbd3632b0da1ec26a8b4f1ab463c40e10870b988da5b95faea9d5d35efa899a", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "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 with only superficial theme overlap (loading/offloading, tokenizer regressions, device_map issues). I don\u2019t see any soft pair that is clearly the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest representative of the small offloading/quantization subgroup, and its title is generic enough to cover nearby device_map/offload reports better than the narrower model-specific issues.", + "summary": "This cluster is heterogeneous: most items are model-specific regressions, loading/offload failures, tokenizer/processor bugs, or doc/example issues. The soft-similarity edges mostly reflect shared Transformers v5 regression language or broad subsystem overlap, not the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43873 is the broadest and most central representative here: it covers offloading + quantization, which is the closest recurring theme among the loading/device-mapping regressions in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 best captures the most central recurring theme in this cluster (offloading/quantization/device_map failures) and is the most reusable representative issue.", + "best_issue_reason": "43873 is the best single issue anchor for this cluster because it is general, current, and closer to the repeated memory/loading/offload failures than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: a video-input regression across Qwen/VL variants versus a Gemma4 PLE device-mismatch forward bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to torch.export failures caused by torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different failures: perplexity/evaluation vs empty-transcription generation; no shared code path." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation are different bugs with different code paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different subsystems and symptoms: inputs_embeds/past_key_values generation vs auto device map cuda assert." + "reason": "inputs_embeds/past_key_values generation bug is not the same as Qwen3 auto device-map cuda assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds are unrelated issues." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models/components with no indication of the same root cause." + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are separate model-specific load problems." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying/generation bug vs torch.compile+SDPA issue; unrelated code paths." + "reason": "AyaVision lm_head tying bug and Bamba torch.compile+SDPA bug affect different model code paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC latent/STE mismatch are different model-specific problems." + "reason": "CPU-offload device mismatch and DAC latent/forward mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation example errors vs finetuning failure on iterable datasets; not the same bug." + "reason": "SigLIP2 doc/example mismatch and Qwen2.5-VL iterable multiple-image finetuning failure are different problems." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash vs torch.export failure via torch_compilable_check; different areas." + "reason": "Tokenizer NER/padding crash is unrelated to export failures from torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map=auto, but the models, failure modes, and code paths are distinct." + "reason": "Qwen3 auto device-map cuda assert is not the same as Gemma4 PLE device mismatch during forward." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming mask off-by-one and slow convert_tokens_to_ids are unrelated regressions." + "reason": "MoonshineStreaming off-by-one masking bug and slow convert_tokens_to_ids regression are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask bug and OmDet-Turbo processor size mismatch are different issues." + "reason": "MIMI encoder batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading with accelerate+deepspeed and a trust_remote_code gradient-checkpointing flag are unrelated." + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion issue is distinct from missing supports_gradient_checkpointing on Nemotron remote-code variant." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion for a specific tokenizer and the other is broader AutoTokenizer id mapping." + "reason": "mdeberta add_special_tokens regression and AutoTokenizer wrong-token-id regression are different tokenizer issues." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/generation bug vs dtype mismatch in bfloat16 inference; no shared root cause." + "reason": "AyaVision weight-tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "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 and FP8 inference on B200 are not the same bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Similar offload/quantization wording, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading regression; not clearly the same bug." + "reason": "Both involve offload/loading, but one is dequantized model loading on gpu+cpu offload while the other is generic quantized offloading; too broad to treat as one bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet are different code paths." + "reason": "AyaVision lm_head tying bug and BitNet packed-weight unpacking bug are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask batching bug and Perceiver non-default resolution failure are unrelated." + "reason": "MIMI encoder padding-mask issue and Perceiver non-default-resolution failure are different model behaviors." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient checkpointing/LoRA inefficacy are different problems." + "reason": "Perplexity regression and gradient checkpointing with PEFT LoRA are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 config failure are unrelated." + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are distinct startup/config problems." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization bugs are distinct." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk fill are different v5 regressions." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx config regression and Qwen composite text_config unwrapping are different model-config issues." + "reason": "StableLmConfig pad_token_idx missing is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load and sinq save/load breakage are different failure modes." + "reason": "Llava Next loading segfault and sinq save/load breakage are different failures." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and symptoms: Qwen3 device-map cuda assert vs Llava Next load segfault." + "reason": "Qwen3 cuda assert under auto device map is unrelated to Llava Next load-time segfault." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Molmo weight-tie attribute error are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch and 3d_parallel.py runtime failure are not the same bug." + "reason": "CustomTrainer compute_loss signature regression and 3d_parallel.py execution failure do not share the same bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA memory growth/OOM and T5 apex RMSNorm memory leak are different memory-related issues." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Model loading failure and tokenizer loading failure are separate components and not clearly the same root cause." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Auto device-mapping crash and flash-attention generation correctness issue are unrelated." + "reason": "Int4 reserved-memory OOM regression and T5 apex.FusedRMSNorm memory leak are separate memory issues." } ] }, @@ -4425,7 +4371,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:26413", "issue:28530", @@ -4441,7 +4387,6 @@ "issue:43317", "issue:43404", "issue:43450", - "issue:43526", "issue:43531", "issue:43550", "issue:43572", @@ -4463,6 +4408,7 @@ "issue:44756", "issue:44877", "issue:44898", + "issue:44977", "issue:44991", "issue:45072", "issue:45161", @@ -4477,14 +4423,16 @@ "issue:46665" ], "soft_pairs": [ + "issue:43881|issue:44991", "issue:44466|issue:45357", + "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:43450|issue:45701", - "issue:26413|issue:28530", "issue:40990|issue:45701", - "issue:44186|issue:45072", "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:41720|issue:42617", "issue:43550|issue:43720", @@ -4494,11 +4442,11 @@ "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:44186|issue:44610", + "issue:42915|issue:43317", "issue:44008|issue:45823", "issue:44610|issue:44898", - "issue:42915|issue:43317", - "issue:44423|issue:45406", "issue:36010|issue:42617", + "issue:44423|issue:45406", "issue:45632|issue:45684", "issue:41720|issue:45161", "issue:28530|issue:33666", @@ -4506,223 +4454,228 @@ "issue:44671|issue:44743", "issue:42915|issue:46291", "issue:36331|issue:41720", - "issue:44186|issue:44361", - "issue:43526|issue:43881" + "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "162d0b497ba6bebd5ed065db79df2c0334a3f39e40de826eb909b7e799d2da79", + "prepared_review_unit_hash": "2b72883cde9334addf7bb66a6b27e7ffddb490bcc1aa21dcf59584a0121219e8", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37071, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "soft_pair_count": 32, + "serialized_chars": 37319, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports with some superficial overlap around regressions, tokenization, offloading, and multimodal loading; none of the soft pairs look like the same concrete bug, so no soft edge is accepted.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and is the best representative of the cluster\u2019s loose version-dependent behavior theme, though it does not truly subsume the others.", + "summary": "This cluster is heterogeneous: it mixes training/checkpoint regressions, tokenizer/processor bugs, quantization/offloading failures, and several model-specific multimodal issues. The soft pairs are mostly adjacent-sounding but do not describe the same concrete bug path, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most general issue here and the closest thing to a cluster anchor, but it still isn\u2019t a duplicate umbrella for the rest of the items.", + "best_issue_reason": "issue:43873 is the best umbrella issue in this set: it is active, broadly scoped around quantization/offloading, and already has inbound references, while the other items are narrower and mostly unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes: model loading failure vs tokenizer-loading regression." + }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/load behavior, but one is tied lm_head serialization and the other is incorrect visual-encoder key saving; different bugs." + "reason": "Both involve saving/serialization, but one is about tied lm_head weights and the other about incorrect visual encoder keys." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen family, but multi-GPU training is unrelated to flash-attention generation failure." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected trainer callback kwargs and FineGrainedFP8 quantization failure are unrelated failure modes." + "reason": "Trainer API kwarg mismatch vs MoE/FP8 model loading failure; not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection and tokenizer-loading failure are different code paths and different root causes." + "reason": "Config strictness preventing a model load is not the same as tokenizer loading failing on a specific checkpoint." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape handling is unrelated to a version-dependent tokenization regression." + "reason": "Video batch shape bug vs tokenization changes; different code paths." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric lookup are separate Trainer bugs." + "reason": "Perplexity anomaly on a model is not the same as a tokenizer-version regression." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "High perplexity on a specific model is not the same bug as generic tokenization changes across versions." + "reason": "Both are Sam3-related, but pixel-decoder dummy Conv2d and missing text-encoder weights are distinct bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer batching crash and dtype mismatch in bfloat16 inference are unrelated." + "reason": "Tokenizer crash on NER/batching vs dtype mismatch in inference; unrelated defects." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Sam3 pixel-decoder dummy layer and Sam3 text-encoder weight loading are different components." + "reason": "Both touch Trainer control flow, but checkpoint resume failure and early-stopping metric detection are separate issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload behavior and mmap OOM avoidance are different underlying problems." + "reason": "Quantization/offloading problems, but one is a general offload regression and the other is mmap/OOM behavior on Strix Halo." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device-mapping crash and a 3d_parallel.py launch failure are not the same bug." + "reason": "Multi-GPU training for Qwen2-VL is not the same as a 3d_parallel script execution failure." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile+SDPA failure and packed-weight unpacking during accelerate loading are unrelated." + "reason": "torch.compile/SDPA behavior is unrelated to accelerated loading not unpacking packed BitNet weights." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype loading and max_steps recalculation on resume are distinct Trainer/model-loading issues." + "reason": "Loading dtype propagation in Blip2 is separate from checkpoint-resume max_steps miscalculation." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Untied lm_head weights and incorrect visual-encoder save keys are separate serialization bugs." + "reason": "Tied-weight loading in Mistral3 is a different serialization bug from incorrect visual encoder save keys." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression in custom multimodal code is not the same issue as general tokenization changes." + "reason": "Processor/tokenizer API breakage is not the same as a general tokenization-version change." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "SDPA/torch.compile behavior and CPU-offload device mismatch are different runtime failures." + "reason": "Both are runtime/inference issues, but compile+SDPA and CPU offload device mismatch are distinct paths." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and from_pretrained inconsistency in Python classes overlap loosely but are not the same concrete bug." + "reason": "Related custom-model API area, but one is custom model initialization under v5 and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Tokenizer crashes and image-size mismatches are different bugs on different processors/models." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are loading/offload-related, but FP8 config failure and dequantized model offload failure are not the same concrete defect." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 device-map mismatch are different model-specific failures." + "reason": "Gemma multimodal bugs, but a variable-name collision in forward is unrelated to device_map auto device mismatch." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizes, but they hit different models and different preprocessing/model-interpolation logic." + "reason": "Both involve image resolution expectations, but they affect different models and different preprocessing logic." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "FP8 quantization failure and dequantized model load with device_map offload are not the same bug." + "reason": "ImportError for GenerationMixin and a 3d_parallel runtime issue are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve-time multimodal crashes, but the AttributeError causes and affected processors differ." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import failure and a 3d_parallel execution issue are unrelated." + "reason": "Both hit serve with multimodal models, but the failing attributes and processors differ." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation are separate filesystem-related bugs." + "reason": "Cache-path collision and read-only permission propagation are separate save/load concerns." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map assert and GPT-OSS tensor-parallel failure are different distributed-inference problems." + "reason": "Both mention Qwen/MoE-ish scaling, but multi-GPU training and tensor-parallel failure are different problems." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config omission are distinct issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset are different model behaviors." + "reason": "Masked-LM prediction regression and recurrent-state reset are different model behaviors." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Quantization config failure and kernels package version/revision requirement failure are unrelated." + "reason": "Model loading failure vs pipelines import dependency/version requirement; not the same bug." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature breakage and auto device-mapping CUDA assert are different layers of the stack." + "reason": "Trainer compute_loss signature breakage is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer implementations and different triggering inputs; not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "Beit label reduction and glm-4v loading failure are unrelated." + "reason": "Both are tokenizer AttributeErrors, but they occur in different tokenizers and different tasks." } ] }, @@ -4744,7 +4697,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28530", "issue:29159", @@ -4761,6 +4714,7 @@ "issue:43322", "issue:43329", "issue:43388", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -4771,7 +4725,7 @@ "issue:43746", "issue:43782", "issue:43873", - "issue:44062", + "issue:43881", "issue:44077", "issue:44387", "issue:44451", @@ -4795,21 +4749,22 @@ "issue:46665" ], "soft_pairs": [ - "issue:43316|issue:44913", + "issue:43526|issue:43881", "issue:42915|issue:43322", + "issue:43316|issue:44913", "issue:28530|issue:30064", "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:30064|issue:34634", "issue:43540|issue:43782", "issue:29159|issue:36032", - "issue:43873|issue:45704", "issue:43550|issue:43653", + "issue:44492|issue:44509", "issue:44387|issue:45701", - "issue:30064|issue:34634", "issue:43606|issue:43720", - "issue:44492|issue:44509", "issue:44534|issue:46665", - "issue:41720|issue:43746", "issue:43531|issue:45759", + "issue:41720|issue:43746", "issue:42490|issue:43329", "issue:43388|issue:45059", "issue:43606|issue:43653", @@ -4822,211 +4777,210 @@ "issue:45759|issue:45859", "issue:44077|issue:44625", "issue:44625|issue:45479", - "issue:43644|issue:46665", - "issue:44062|issue:44451" + "issue:43644|issue:46665" ], - "prepared_review_unit_hash": "927346f591c6180b59ef1799615d5d94e48d51e46b5ab1d92b91fd74d8a561d9", + "prepared_review_unit_hash": "8e7d42dec0ff5598be90f1d063d69aff7b71c83ac1ecf093d8305911efd933df", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35843, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives: the candidate pairs span unrelated bugs across tokenizers, multimodal processors, loading/offload, quantization, docs, and model-specific regressions. I reject all soft edges; no duplicate issue cluster is supported from the titles alone.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "No soft pair appears to be the same underlying bug/change; the similarities are mostly broad subsystem overlap or generic regression wording. I would not merge any of these issue pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45479 is the strongest standalone issue: it is concrete, reproducible, and clearly describes a specific failure mode with broad applicability across multiple sequence-classification models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44387 is the strongest standalone report: it describes a broad, reproducible quantization/OOM regression and has high discussion activity.", + "best_issue_reason": "issue:45479 is the best issue candidate in this set because it is precise, well-scoped, and actionable, making it a good representative issue even though the items are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Different bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs GLM-4V load failure; no shared code path." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FineGrainedFP8Config vs Llava Next segmentation fault on load." + "reason": "One is a Qwen3Moe FP8 config failure, the other a Llava Next segmentation fault; unrelated model-loading problems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload behavior; different config fields and failure modes." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric lookup 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": "MacOS bus error in CLIP loading is not the same as generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 RMSNorm memory leak; different code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is not the same as BarkProcessor voice_preset parsing." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen3 issues: video-input ValueError vs weight_only loading error." + "reason": "Video-input ValueError in Qwen3OmniMoe is distinct from Qwen3VL weight_only loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistency and T5 add_special_tokens name conflict are separate bugs." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior and T5 RMSNorm memory leak have different causes and fixes." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 add_special_tokens method name conflict." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token decode behavior." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "CUDA reserved-memory OOM under int4 quantization is not tokenization-version drift." + "reason": "A typo in cache strategies is not the same as stale documentation for removed pipeline tasks." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + "reason": "Int4 quantization memory growth and tokenization changes are different regressions." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but CPU offload device mismatch and unpacking packed weights are distinct code paths." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "Cache-strategy typo and docs mentioning removed pipelines are unrelated documentation issues." + "reason": "Both involve loading/offload, but the affected models and concrete failures differ; too broad to treat as one bug." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization and from_pretrained-in-Python-class behavior are not the same bug." + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are not the same defect." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are separate failures." + "reason": "Qwen3-MoE sliding_window behavior and multimodal config unwrapping are separate issues." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Sliding_window on Qwen3-MoE and from_config not unwrapping text_config are different model/config problems." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local-model warning is unrelated to undefined video-patch helpers in multimodal token counting." + "reason": "Trailing-slash import warning and undefined variables in multimodal token counting are different code paths." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Tuple-label truncation in gather_for_metrics is unrelated to SAM3 text/bounding-box behavior." + "reason": "gather_for_metrics batch truncation is unrelated to SAM3 text/bbox behavior." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during CPU offload is not the same as a tokenizer special-token registration bug." + "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer decode output failure." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different issues." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are different service bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with embeddings and cache." + "reason": "TrainerState token-count tracking and progressive generation with cached keys are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert have no shared root cause." + "reason": "BarkProcessor voice_preset parsing is not the same as Qwen3 A800 device-mapping failure." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Wrong visual-encoder save_pretrained keys and Sam3Model text-encoder load failure are different model-loading bugs." + "reason": "Incorrect visual encoder keys on save_pretrained and text encoder weights not loading are different multimodal persistence bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to missing Float8 storage during loading." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "A specific model loading failure and tokenizer loading regression are not the same underlying issue." + "reason": "Two tokenizer-loading regressions, but for different models and failure mechanisms; not the same underlying bug." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Unwrapping text_config in from_config and CPU-offload rotary embedding incompatibility are distinct Qwen bugs." + "reason": "Config unwrapping for composite Qwen multimodal models is different from CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated API issues." + "reason": "Optional post_init validation and num_labels propagation are separate configuration problems." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation and zero-loss single-label classification are different classifier bugs." + "reason": "Both touch num_labels, but one is Qwen3.5 config propagation while the other is a classification-loss edge case across models." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk and from_pretrained behavior inside Python classes do not describe the same defect." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not a general model-loading failure." + "reason": "Non-persistent buffer junk in v5 and class-wrapped from_pretrained inconsistency are not the same defect." } ] }, @@ -5048,7 +5002,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:30064", "issue:36010", @@ -5059,7 +5013,6 @@ "issue:43381", "issue:43421", "issue:43531", - "issue:43550", "issue:43645", "issue:43653", "issue:43720", @@ -5070,8 +5023,10 @@ "issue:43873", "issue:43927", "issue:43994", + "issue:44062", "issue:44186", "issue:44368", + "issue:44451", "issue:44514", "issue:44545", "issue:44610", @@ -5099,252 +5054,251 @@ "issue:46693" ], "soft_pairs": [ + "issue:44062|issue:44451", "issue:44898|issue:45072", - "issue:44368|issue:45357", "issue:44987|issue:45042", + "issue:44368|issue:45357", "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:46655|issue:46693", - "issue:43421|issue:43927", "issue:41720|issue:45704", - "issue:44918|issue:44936", + "issue:46655|issue:46693", "issue:45704|issue:45923", + "issue:43421|issue:43927", "issue:43381|issue:45704", - "issue:43746|issue:46050", "issue:43531|issue:43645", + "issue:44918|issue:44936", + "issue:43746|issue:46050", "issue:42886|issue:44843", - "issue:44514|issue:44545", "issue:45759|issue:45923", - "issue:46032|issue:46463", + "issue:44514|issue:44545", "issue:39692|issue:43873", + "issue:46032|issue:46463", "issue:43994|issue:44671", - "issue:43421|issue:43653", "issue:43746|issue:43873", + "issue:43421|issue:43653", + "issue:30064|issue:36010", "issue:43782|issue:45381", "issue:43421|issue:44186", - "issue:30064|issue:36010", "issue:45081|issue:45356", "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43295|issue:45834", - "issue:43550|issue:45072", - "issue:43550|issue:43927" + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "f17445148626af7bff4e097f0afd715e718abed375a99f82f984b114aaf1eb51", + "prepared_review_unit_hash": "c7d9bfdedc0e9776dade821f3013e8492cbfed3b7fbb034badd058754778b4d9", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36799, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37066, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issue reports across different subsystems. The only clear duplicate/merge candidate is the exact Qwen2_5_VLProcessor.apply_chat_template crash pair (44514, 44545); the rest should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44514 is the earlier, slightly more detailed report of the exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash described in 44545.", + "summary": "This cluster is mostly a loose collection of tokenizer/processor/model regression issues rather than one duplicate set. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template batched padding=False reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older of the two clearly duplicate Qwen2_5_VLProcessor.apply_chat_template reports and has the broader, cleaner title for the same crash.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the strongest standalone representative of the only true duplicate pair here: it is clear, specific, and earlier than the matching report in 44545.", + "best_issue_reason": "issue:44514 is the strongest issue to anchor the cluster since it is the only unmistakable duplicate target; the rest of the items are related only at a broad subsystem level and should not be merged as one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Different bugs: Perceiver resolution/interpolation failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve tokenizers, but one is an AddedToken TypeError and the other is a model loading failure; different underlying bugs." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a save_pretrained visual-encoder-key regression." + "reason": "Unrelated failures: Perceiver image resizing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading `physical-intelligence/fast` fails for a different reason than PIL image processors wrongly requiring torchvision." + "reason": "Different code paths and symptoms; one is a model-loading regression, the other is PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention warnings/config, but one is about tie_word_embeddings and the other about incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated failure modes." + "reason": "Both are training/gradient-related, but eval-mode gradient checkpointing and ZeRO-3 gradient inflation are distinct bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Doc-example model/processor mismatch and quantization errors are not the same as the OmDet-Turbo input-size bug." + "reason": "Both are processor/model mismatches, but for different models and different failure modes; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different issues: CUDA assert during Qwen3 auto device mapping vs a T5 RMSNorm memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation in SmolVLM is unrelated to the FA2 long-context performance regression." + "reason": "Video-processor padding bug vs FA2 long-context performance regression; unrelated root causes." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 memory leak and a missing supports_gradient_checkpointing flag are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing and config save/load token-ID loss are distinct tokenizer issues." + "reason": "Both touch token/special-token handling, but one is runtime post-processor updates and the other is save/load config corruption." }, { - "left": "issue:41720", + "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "CUDA assert on auto device mapping is unrelated to the apex RMSNorm memory leak in T5." + "reason": "Different problems in different subsystems; eval-mode checkpointing is not the same as a T5 RMSNorm leak." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Different trainer failures: unpacking Qwen3.5 embeddings in SFT vs evaluate() breaking after train()." + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are unrelated." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Memory leak in T5 RMSNorm and missing gradient-checkpointing flag are unrelated." + "reason": "Both involve trainer workflows, but one is SFT embedding unpacking and the other is evaluate-after-train failure; different bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading failure is not the same as sinq quantized save/load breakage." + "reason": "Both are save/load issues, but PEFT adapter loading and sinq quantized persistence are separate code paths." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." + "reason": "Both break HF_HUB_OFFLINE tokenization flows, but the reported causes differ: cache loading vs an unconditional model_info call in _patch_mistral_regex." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "Both involve offline mode, but 44843 is a specific `_patch_mistral_regex`/`model_info()` root cause while 42886 is a broader cache-loading report." + "reason": "A composite-config unwrap bug and a missing gradient-checkpointing flag are not the same issue." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash; only the report metadata differs." + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, just phrased differently." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "`from_config` text-config unwrapping and a missing `supports_gradient_checkpointing` flag are different code paths." + "reason": "SigLIP2 doc/example problems are unrelated to quantization offloading behavior." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + "reason": "Mamba2Mixer use_cache correctness and T5 decoder validation error messaging are unrelated." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Doc/example quantization failure is not the same as offloading behavior with quantization." + "reason": "Both are incorrect model outputs, but for different models and unrelated causes." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM prediction regression are different models and symptoms." + "reason": "Adapter loading vs quantization offloading are separate loading/runtime issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updates at runtime are not the same as BigBirdTokenizer mask-token registration/decode failure." + "reason": "Special-token post-processor updates and BigBirdTokenizer special-token registration are related in theme only, not the same bug." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "PEFT checkpoint loading and quantized offloading behavior are separate problems." + "reason": "Image segmentation processing and a GenerationMixin import error are entirely unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading error is unrelated to Qwen2.5-VL video position IDs." + "reason": "Both involve Qwen VL variants, but weight_only loading and video vision_position_ids are different failures." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor syncing and LayoutLMv2 NER/padding crashes are different bugs." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Void segmentation-map processing and a `GenerationMixin` import error have no substantive overlap." + "reason": "Both are tokenizer-related, but one is runtime special-token updates and the other is NER padding/truncation crashes." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch tokenizer-regex logic, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression report." + "reason": "Both mention fix_mistral_regex/tokenizer regression, but the reported root causes and affected models differ." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and `list_repo_files` revision forwarding are unrelated." + "reason": "Tokenizer regression in Kimi-K2.5 and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Accelerate loading of packed BitNet weights and DAC STE mismatch are different bugs." + "reason": "BitNet accelerate-loading unpacking and DAC from_latents/STE mismatch are different model bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode failure and BitNet packed-weight loading are unrelated." + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and long-ocr index error are different issues." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to a dtype mismatch in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile SDPA failure and DiaConfig token-ID loss are unrelated." + "reason": "Both involve processor/model regressions, but custom processor.tokenizer access and Kosmos2.5 long OCR indexing are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet: the only supported duplicate is 44514/44545, whose titles describe the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash. The other soft-edge rejections stay conservative and do not overclaim duplication from title-level similarity alone." + "feedback": "The assessment is grounded in the packet: the only clear duplicate pair is issue:44514/issue:44545, and the remaining soft-edge rejections are conservative and consistent with the titles. I don\u2019t see evidence of overstatement or an unsupported merge suggestion." }, "evaluator_used": true, "retried": false, @@ -5363,7 +5317,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:30064", "issue:34634", @@ -5386,6 +5340,7 @@ "issue:43749", "issue:43756", "issue:43819", + "issue:43927", "issue:44008", "issue:44062", "issue:44186", @@ -5402,11 +5357,10 @@ "issue:44877", "issue:44898", "issue:44991", + "issue:45072", "issue:45081", "issue:45084", - "issue:45183", "issue:45381", - "issue:45479", "issue:45584", "issue:45685", "issue:45834", @@ -5415,24 +5369,26 @@ "issue:46693" ], "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43596|issue:44220", "issue:44062|issue:44488", + "issue:43550|issue:43927", "issue:43540|issue:46294", - "issue:43596|issue:44220", "issue:45381|issue:46693", "issue:43618|issue:43697", - "issue:43611|issue:46665", "issue:43531|issue:43643", + "issue:43611|issue:46665", "issue:43653|issue:43819", - "issue:44186|issue:44898", "issue:44220|issue:44661", - "issue:43335|issue:43756", + "issue:44186|issue:44898", "issue:30064|issue:36331", - "issue:43550|issue:43819", - "issue:41720|issue:44991", "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:41720|issue:44991", + "issue:43550|issue:43819", "issue:44843|issue:45081", - "issue:43540|issue:44008", "issue:44821|issue:45084", + "issue:43540|issue:44008", "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671", @@ -5440,199 +5396,204 @@ "issue:43644|issue:43749", "issue:45584|issue:45834", "issue:43322|issue:45685", - "issue:45183|issue:45479", "issue:34634|issue:36010" ], - "prepared_review_unit_hash": "b6444da641088050d88761e737ca4b7d439dc6c5a1c1393e67e044b7aff91e83", + "prepared_review_unit_hash": "5d67dc6bbf6757d4aa5156a9d613a86280077aef5d20b8ccca5abfeb1c58e0c0", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35862, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "soft_pair_count": 28, + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across different models, tokenizers, and runtime paths, so I reject all soft duplicate links. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items cover unrelated bugs across tokenizers, vision/audio models, configs, runtime regressions, and docs. None of the soft-edge pairs look like the same underlying defect, so no merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the cluster mixes unrelated bug reports with different models, code paths, and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 43611 is the cleanest standalone regression report and the broadest of the set, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Both are tokenizer-loading bugs, but they fail in different places: AddedToken/special kwarg duplication vs loading cjvt/sleng-bert. Not the same underlying defect." - }, - { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template feature/token count mismatch in Qwen3.5-9B. Different code paths." + "reason": "Both are inference/runtime regressions, but they affect different models and different failure modes (SDPA compile vs bfloat16 dtype mismatch)." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel/DeepSpeed zero3 initialization error is unrelated to audio fbank feature extraction. Different subsystems and failure modes." + "reason": "Different subsystems and symptoms: ZeRO-3/BertModel indexing versus fbank feature extraction." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug and FA2 long-context performance regression are different issues, even if both are generation-related." + "reason": "Tokenizer/additional-token error versus a model loading failure for a specific checkpoint; not the same bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output divergence affect different models and concrete behaviors." + "reason": "Unrelated failures: torch.compile/SDPA on Bamba versus DiaConfig save/load token ID loss." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video, but one is a Qwen3OmniMoe processing error and the other is a chat-template feature/token mismatch in a different model." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different problem classes: wrong video position IDs versus a long-context FA2 performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both mention loading APIs, but one is about base_model_prefix breakage in Transformers 5.0 and the other is inconsistent from_pretrained behavior inside Python classes. Not the same bug." + "reason": "Both are v5 output/behavior changes, but they concern different models and distinct code paths." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and missing fields from trust_remote_code AutoConfig are unrelated." + "reason": "Sliding-window Qwen3-MoE bug is unrelated to AutoConfig trust_remote_code field loss." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Tokenizer special-token registration vs DAC.from_latents STE mismatch are different components and code paths." + "reason": "Both touch loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "LayoutLMv2Tokenizer batching/NER crash and Perceiver image classification resolution handling are unrelated." + "reason": "Tokenizer special-token registration bug is unrelated to DAC.from_latents/STE mismatch." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are not the same underlying problem." + "reason": "Audio feature extraction failure and add-new-model-like mapping failure are different bugs." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are different architecture/config issues." + "reason": "Tokenizer padding/NER crash is not the same as Perceiver non-default-resolution image classification failure." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void-segmentation failure and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Image processor void segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields from trust_remote_code and the other rejects granite_speech under strict config." + }, + { + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents missing STE behavior." + "reason": "Different model-specific bugs: sparse layer creation in SwitchTransformers versus RoPE layer dropping in Smollm3." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device map cuda assert and tokenizer loading failure for EMBEDDIA/est-roberta are different problems." + "reason": "Qwen3 CUDA assert on A800 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech. Different causes." + "reason": "Different models and code paths; torch.compile/SDPA is not the same as DAC.from_latents forward mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one fails due to unconditional hub lookup in offline mode while the other crashes on backend_tokenizer access. Same helper, different defects." + "reason": "Same helper function, but two distinct bugs: an unconditional hub call offline and an AttributeError on a different tokenizer object." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Gemma3n audio_mel_mask name collision are unrelated model bugs." + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are not the same code path." + "reason": "Video-input processing issue and Gemma3n variable-name collision are different multimodal bugs." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs errors and Kosmos2.5 long OCR index error are unrelated." + "reason": "Documentation-example errors and Kosmos2.5 long-ocr index errors are not the same underlying issue." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2Tokenizer crash and FastSpeech2ConformerTokenizer loading failure are both tokenizer-related only at a very broad level; different components and failures." + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output changes across versions vs CamemBERT masked LM prediction errors." + "reason": "Both are v5 regressions in model outputs, but they affect different models and distinct implementations." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and removed pipeline-task docs are not the same issue." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are both v5-related but distinct loading/runtime problems." + "reason": "Non-persistent buffer initialization bug and FSDP CPU RAM efficient loading failure are different regressions." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after special-token alignment and Kosmos2.5 OCR index error are unrelated." + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long OCR index error are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault on load and MPS histogram not implemented for Int in MoE are different failures in different stacks." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input_ids/inputs_embeds validation errors and degenerate zero loss for num_labels=1 are unrelated model behaviors." + "reason": "Llava Next load segfault and MPS histogram support error are different code paths and symptoms." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset and GenerationMixin import failure do not share the same underlying bug." + "reason": "BarkProcessor voice_preset issue and GenerationMixin import error are unrelated." } ] }, @@ -5654,7 +5615,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28218", "issue:29159", @@ -5688,17 +5649,17 @@ "issue:44936", "issue:44977", "issue:44991", - "issue:45003", "issue:45020", "issue:45072", "issue:45081", + "issue:45183", "issue:45381", + "issue:45479", "issue:45701", "issue:45834", "issue:45987", "issue:46032", "issue:46192", - "issue:46285", "issue:46291", "issue:46294", "issue:46463", @@ -5706,15 +5667,16 @@ "issue:46665" ], "soft_pairs": [ + "issue:45183|issue:45479", "issue:43606|issue:45072", "issue:43716|issue:44008", "issue:43388|issue:46032", - "issue:43950|issue:45987", "issue:44479|issue:45834", - "issue:43582|issue:46512", + "issue:43950|issue:45987", "issue:43825|issue:43994", - "issue:43577|issue:43818", "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", "issue:43782|issue:44977", "issue:46294|issue:46463", "issue:44561|issue:45020", @@ -5726,211 +5688,213 @@ "issue:43825|issue:43827", "issue:28218|issue:29159", "issue:43749|issue:44291", - "issue:45987|issue:46192", - "issue:43577|issue:43582", "issue:43645|issue:46665", + "issue:45987|issue:46192", "issue:44671|issue:45701", + "issue:43577|issue:43582", "issue:42175|issue:45081", - "issue:34634|issue:36331", - "issue:45003|issue:46285" + "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "a7e01126c680df3b05679edfe6619985f7f47606e6e0bbe2acec996c521d023b", + "prepared_review_unit_hash": "30ee9f823a104605b873dcbcba891dcc94a67c47a58364313e2c5e1a66d9289b", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36247, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "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 heterogeneous: the soft pairs share broad ecosystem themes but not the same concrete bug or fix path. I reject all soft edges and use the broad remote_code regression report as the best issue representative.", - "confidence": 0.85, - "canonical_issue_reason": "Issue 45020 is the broadest, most central regression report in the set: it captures recent-version breakage affecting remote_code models and is the best umbrella representative among these issue-only items.", + "summary": "Only one soft duplicate pair looks like the same underlying bug: the tokenizer added-token spacing regression (#28218 / #29159). The rest are distinct issues across different models, loading paths, or error conditions and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "#28218 is the clearest, most concrete statement of the tokenizer spacing bug and the best representative of the only credible duplicate pair in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is the most general and plausibly absorbing report for related version-regression breakages in this set.", + "best_issue_reason": "#28218 is the best issue to keep as the representative tokenizer bug; it is specific, concrete, and matches the accepted duplicate closely.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/XOR input checking across models is a different bug from the single-label classification zero-loss regression." + }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are inference/runtime mismatch bugs, but they affect different models and different failure modes (CPU offload device mismatch vs bfloat16 dtype mismatch)." + "reason": "CPU offload device mismatch and bf16 dtype mismatch are different failure modes in different code paths." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different model families and different root causes; one is an image preprocessor/model dtype mismatch, the other is a Gemma3n forward variable-name collision." + "reason": "Image preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask variable collision." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Training metric batching loss vs generation cache correctness are unrelated code paths." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "One is a from_pretrained buffer persistence regression; the other is a StaticCache return-type contract bug." + "reason": "Dropping label elements in gather_for_metrics is unrelated to Mamba2 use_cache corruption for seq_len > 1." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal input regressions, but for different models and different input pipelines; not the same concrete bug." + "reason": "These hit different models and symptoms: a Qwen VL video regression vs a Kosmos2.5 long-ocr index error." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Hardware-specific allocator TypeError and stale config dtype are unrelated issues." + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as StaticCache returning the wrong type." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "An error-message/documentation issue is not the same as a model-output regression in pipeline/AutoModel usage." + "reason": "Pipeline deprecation/error messaging is distinct from SigLIP2 producing wrong outputs under pipeline/AutoModel." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Different multimodal models with different bugs: dtype loading mismatch vs missing temporal attention/shared weights." + "reason": "Tokenizer loading failure and pipelines import failing on a dependency requirement are unrelated issues." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both are loading/import problems, but one is tokenizer loading for a specific model and the other is a kernels dependency/version requirement issue." + "reason": "BLIP2 dtype loading issue is different from Video-LLaVA missing temporal attention and weight-sharing behavior." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Model-load weight_only error and flash-attention generation failure are separate failure modes." + "reason": "weight_only loading errors are a different path from flash-attention generation failures." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different model families and different validation paths; video chat-template mismatch is not the same as T5 decoder-input error messaging." + "reason": "Qwen3.5 video chat-template token mismatch and T5 decoder-input validation are different model/input-validation bugs." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related theme of recent-version breakage, but not the same concrete bug: one is removal of is_torch_fx_available, the other is a broader remote_code regression report." + "reason": "Removal of one helper function is not the same as the broader remote_code breakage report." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor update logic and Whisper batch_decode skip_special_tokens handling are distinct tokenizer features." + "reason": "Special-token post-processor updates and batch_decode skip_special_tokens handling are different tokenizer features." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "An index/mask shape mismatch is not the same underlying problem as train-then-evaluate failure." + "reason": "Mask/index shape mismatch is not the same as trainer.evaluate failing after trainer.train()." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video regressions with different symptoms and likely different code paths." + "reason": "These are different video-input regressions in different Qwen-family models and likely different code paths." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch in inference are unrelated bugs." + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch in inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure in BitNet is unrelated to a bfloat16 dtype mismatch." + "reason": "Packed-weight unpacking during accelerate loading is a different bug than a dtype mismatch." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "They are both about pipeline removal fallout, but one is an incorrect runtime error message and the other is stale documentation." + "reason": "Both mention pipeline removals, but one is an error-message issue and the other is stale documentation." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both concern tokenizer behavior, but the titles are too broad to confirm the same concrete added-token spacing bug." + "accept": true, + "reason": "These describe the same underlying tokenizer spacing regression around added tokens; one is the specific symptom, the other the slow/fast inconsistency framing." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM loading breakage and init_empty_weights argument handling are different loading bugs." + "reason": "FSDP CPU RAM efficient loading and unexpected _is_hf_initialized argument handling are separate loading bugs." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "StaticCache sequence-length return type and text_kwargs return_tensors handling are unrelated API bugs." + "reason": "Custom-model initialization in notebooks and from_pretrained inside Python classes are related only at a very broad level, not the same bug." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Model dtype loading and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Cache length return-type contract and return_tensors being ignored are unrelated API bugs." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Both mention model initialization ergonomics, but one is a Transformers 5 notebook regression and the other is a from_pretrained behavior inconsistency inside classes." + "reason": "CamemBERT MLM prediction regression is not the same as a general tokenization-change complaint." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "A CamemBERT masked-LM prediction regression is not the same issue as a general tokenization change report." + "reason": "BLIP2 dtype state and Apple Silicon warmup TypeError are different problems." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend installation and Mistral regex patching are unrelated." + "reason": "A missing TensorFlow backend in installation extras is unrelated to Mistral tokenizer backend_tokenizer access failure." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and custom trainer compute_loss signature mismatch affect different subsystems." - }, - { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "Both involve model-loading internals, but the sys.modules access bug and CLIPTextModel structure inconsistency are different code paths and symptoms." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature breakage are entirely different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: #28218 and #29159 are plausibly the same tokenizer spacing/added-token regression, and the remaining pairs are conservatively rejected as different issues. No overstatement or mergeability problem is evident." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5945,11 +5909,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36010", "issue:36331", - "issue:38175", "issue:39692", "issue:42175", "issue:42490", @@ -5967,7 +5930,6 @@ "issue:43697", "issue:43720", "issue:43742", - "issue:43746", "issue:43782", "issue:43819", "issue:43906", @@ -5977,11 +5939,11 @@ "issue:44554", "issue:44589", "issue:44610", - "issue:44811", "issue:44857", "issue:44912", "issue:44936", "issue:44991", + "issue:45003", "issue:45020", "issue:45042", "issue:45081", @@ -5992,235 +5954,238 @@ "issue:45538", "issue:45600", "issue:46209", + "issue:46285", "issue:46291", - "issue:46326" + "issue:46326", + "issue:46697", + "issue:46728" ], "soft_pairs": [ + "issue:45003|issue:46285", + "issue:46697|issue:46728", "issue:43653|issue:44912", "issue:43262|issue:43819", "issue:43582|issue:44857", - "issue:43782|issue:45325", "issue:45081|issue:45406", - "issue:45372|issue:46326", "issue:43742|issue:45020", "issue:44589|issue:45042", + "issue:43782|issue:45325", "issue:44060|issue:44368", + "issue:45372|issue:46326", "issue:43329|issue:45600", - "issue:43526|issue:43697", "issue:43550|issue:44912", "issue:45084|issue:45538", - "issue:43526|issue:44554", + "issue:43526|issue:43697", "issue:43452|issue:44991", + "issue:43526|issue:44554", "issue:43257|issue:43329", - "issue:43906|issue:46209", - "issue:43819|issue:43927", - "issue:43638|issue:44936", "issue:36010|issue:36331", "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43906|issue:46209", + "issue:43638|issue:44936", "issue:43531|issue:45042", "issue:42175|issue:46291", "issue:43720|issue:44610", "issue:39692|issue:44912", - "issue:42490|issue:43257", - "issue:38175|issue:44610", - "issue:43746|issue:44811" + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "3c6815d0d31e14ba34fb3514beb0086258a2daa8484450371f4fe6c3aebbea69", + "prepared_review_unit_hash": "c48078d9570b9e82c367d4fe3bab1a3e206dd9d8f4e453bbf6c6f3b22bd34134", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35946, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic group of Transformers issues across many unrelated areas (tokenizers, model loading, quantization, vision/audio, training, and backend-specific bugs). The soft similarity links are theme-level, not true duplicate-level matches.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s shared theme of recent Transformers loading/regression problems, but it is not a true duplicate of the others.", + "summary": "This is not a true duplicate cluster: the items span unrelated bugs in loading, tokenizers, processors, training, quantization, and dependency handling. I would not merge any of the soft-edge pairs; they are only superficially similar.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly fits the whole set; the cluster is too heterogeneous. If forced, issue:45020 is the broadest loading/compatibility regression report, but it does not unify the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single cluster label because it is the most umbrella-like recent regression report; however, the rest of the items are too heterogeneous for a real canonical duplicate.", + "best_issue_reason": "issue:45020 is the broadest and most central report among these, but only as a loose representative of a loading-regression subset; it is not a true umbrella for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access vs a CLIP text-model structure regression." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Different vision preprocessing bugs in different models: over-padding vs wrong patch counting." + }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token registration vs MXFP4 quantized loading fallback." + "reason": "Unrelated: BigBirdTokenizer special-token registration vs MXFP4 quantization fallback." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." + "reason": "Both audio-related, but different code paths: chat-template sampling-rate default vs DAC latent reconstruction mismatch." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError vs CUDA float16 loss crash are different code paths." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Different Qwen-VL issues: weight_only load error vs rope-index temporal scaling bug." + "reason": "Different runtime failures: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are load-time attr errors, but on different objects/models and different APIs; not the same bug." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "Both touch mistral_common, but one is an import/dependency break and the other is a tokenizer chat-template behavior bug." + "reason": "Different tokenizer/processor failures: Mistral regex patching vs Gemma4Processor serve initialization." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error is model-specific; 45020 is a broad remote_code regression, not the same failure." + "reason": "A specific model loading key error is not the same bug as a broad remote_code compatibility regression." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error vs PIL backend torchvision requirement are unrelated." + "reason": "Different subsystems: float8 storage lookup vs PIL image processor dependency handling." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both Qwen-VL, but one is a from_pretrained weight_only load error and the other is a RoPE index calculation bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "One is a model weight-tying warning bug; the other is a downstream LoRA warning about config mismatch." + "reason": "Similar warning theme, but different model families and contexts; not enough to establish the same underlying bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Undefined multimodal-token helpers vs stale auto_mappings config references are different problems." + "reason": "Both mention mistral_common, but one is an import error and the other is continue_final_message behavior." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "BEiT label reduction bug vs RTDetrV2 output drift are distinct model issues." + "reason": "Different areas: multimodal token counting video branch vs auto_mappings referencing removed configs." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantized loading in git-oss-20b." + "reason": "Different failures: torch.compile/SDPA on Bamba vs MXFP4 quantization loading on git-oss-20b." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error vs CLIPTokenizer max-length bug are different subsystems." + "reason": "Different bugs: template-node compilation error vs CLIPTokenizer max-length default." }, { "left": "issue:43526", - "right": "issue:44554", + "right": "issue:43697", "accept": false, - "reason": "ImageProcessor label handling and MPS attention correctness are unrelated." + "reason": "Both vision-related, but one is a BEiT label reduction bug and the other is an RTDetrV2 output regression." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "GGUF from_pretrained breakage is not the same as a specific tokenizer load failure for est-roberta." + "reason": "Both loading-related, but one is gguf_file argument handling and the other is a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BEiT processor label reduction vs an MPS attention correctness issue." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed loading vs multimodal token counting undefined symbols are unrelated." + "reason": "Different code paths: Qwen3 MoE weight conversion/loading vs multimodal token counting." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "An isolated reproduction of one older issue is not the same as FP8 inference failure on B200." + "reason": "Different incompatibilities: GenerationMixin import path vs CustomTrainer.compute_loss signature change." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "DAC latent mismatch and DiaConfig token-ID persistence are different bugs." + "reason": "Both involve custom/model-user code, but the actual bugs differ: import path breakage vs Jupyter custom model initialization." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "DeepSpeed zero3 index error during training vs train-then-evaluate failure are not the same code-path bug." + "reason": "Different domains: DAC latent inference mismatch vs DiaConfig save/load losing custom token IDs." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "No shared bug: an isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to Jupyter custom-model initialization regressions." + "reason": "Both training-related, but one is a ZeRO-3 index error and the other is evaluate() failing after train(); different code paths." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs PIL backend torchvision dependency are unrelated." + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs PIL backend torchvision dependency regression." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow in torch extra vs kernels dependency version/revision requirement are different package issues." + "reason": "Different packaging regressions: torch-only install missing TensorFlow vs kernels v0.15 import requirements." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking bug and OmDet input-size mismatch are unrelated." + "reason": "Different bugs: packed-weight unpacking during accelerate loading vs processor output size mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc-example errors are not the same as git-oss-20b quantization fallback behavior." + "reason": "Documentation example errors are not the same as a quantization-loading regression." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash import warning and Qwen3 MoE loading/accelerate issues are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 zero probabilities vs OmDet processor/model size mismatch are different model-specific bugs." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Different issues: trailing-slash local-model import warning vs Qwen3 MoE weight conversion/loading." } ] }, @@ -6242,18 +6207,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:28282", "issue:29159", "issue:34567", - "issue:34689", + "issue:38175", "issue:40990", "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43404", "issue:43450", "issue:43454", "issue:43525", @@ -6264,6 +6227,7 @@ "issue:43650", "issue:43696", "issue:43742", + "issue:43746", "issue:43749", "issue:43854", "issue:43906", @@ -6273,6 +6237,7 @@ "issue:44387", "issue:44479", "issue:44568", + "issue:44610", "issue:44617", "issue:44756", "issue:44811", @@ -6281,7 +6246,6 @@ "issue:44977", "issue:44987", "issue:45042", - "issue:45127", "issue:45356", "issue:45459", "issue:45538", @@ -6294,217 +6258,217 @@ "issue:46701" ], "soft_pairs": [ - "issue:44387|issue:44617", - "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:38175|issue:44610", "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", "issue:43257|issue:43696", "issue:43262|issue:44811", - "issue:45459|issue:45803", "issue:43257|issue:43931", "issue:46421|issue:46424", - "issue:43329|issue:44479", + "issue:45459|issue:45803", "issue:42915|issue:43742", + "issue:43329|issue:44479", "issue:43329|issue:43450", "issue:43749|issue:44756", - "issue:43606|issue:45859", "issue:44291|issue:45042", - "issue:34567|issue:40990", "issue:42915|issue:44821", - "issue:43540|issue:46701", + "issue:43606|issue:45859", + "issue:34567|issue:40990", "issue:43650|issue:43906", - "issue:43454|issue:43577", + "issue:43540|issue:46701", "issue:43927|issue:44912", "issue:29159|issue:34567", - "issue:44568|issue:45356", + "issue:43454|issue:43577", "issue:43525|issue:46291", - "issue:44987|issue:45538", - "issue:43404|issue:45127", - "issue:28282|issue:34689" + "issue:44568|issue:45356", + "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "1a97e3ea627bfe5551850cb37b09d08bd27cbd993698033c35a6b513f1e7ed82", + "prepared_review_unit_hash": "c42eb0c674f28fbeb10b58d2fdcdef3b14838816e3fbc27d2a65b8a769c35302", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35638, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "serialized_chars": 34990, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly heterogeneous Transformers bug reports rather than one duplicate cluster. I would not merge any of the soft pairs; they share broad subsystems in a few cases, but not the same concrete bug or fix path.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43749 is the best anchor only by relative signal: it has the most discussion/inbound references and a concrete, reproducible loading regression in a core code path.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizers, video, loading, cache, quantization) but not the same concrete bug. I would not merge any of the suggested pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out across this mixed set. If forced to pick one representative issue, issue:43749 is the strongest standalone tracker because it has the most discussion and inbound references, but it does not represent the other topics.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the strongest standalone issue in this set because it is well-discussed, externally referenced, and describes a clear regression with broad impact.", + "best_issue_reason": "Issue:43749 is the best global representative by activity and external references, making it the most visible standalone bug report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both are OOM-related, but one is a Transformers 5.x int4 quantization memory regression and the other is a model-specific video OOM; different failures and fixes." + "reason": "Different problems: PEFT/local checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both concern model loading/generation, but they target different models and likely different regressions; not the same underlying bug." + "reason": "Both involve vision models, but one is zero probabilities and the other is a processor/model input-size mismatch." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and AutoModelForCausalLM text_config unwrapping are different API paths with different symptoms." + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Separate model-specific failures: GLM-4.7-Flash load/test issue vs Qwen3.5 generation with flash-attention." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "One is int4 quantization reserved-memory growth; the other is Sam3Video OOM. Same symptom class, different bugs." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "One is a weight-conversion/loading bug for Qwen3 MoE, the other is a CUDA OOM report; same area, different problem." + "reason": "Qwen3 MOE weight-conversion failure is not the same as GPT-oss-20b CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens handling are unrelated code paths." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both involve exception handling, but in different functions and with different semantics; not the same bug." + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3 loading, but one is MoE weight conversion with accelerate/deepspeed and the other is a shape mismatch for Qwen3-VL-30B-A3B-Instruct." + "reason": "Both are Qwen-related loading problems, but one is weight conversion with accelerate/deepspeed and the other is a shape mismatch for Qwen3-VL." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy-init causing recompilation and the other is max_cache_length being honored only for Quantized Cache." + "reason": "Both touch cache behavior, but one is spurious recompilation from lazy init while the other is max_cache_length handling for quantized cache." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Both touch video inputs, but 43329 is about undefined variables in multimodal token counting while 44479 is a broader v5.3.0 regression across several models." + "reason": "Both mention exception handling, but they are different code paths and different failure modes." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure and a MobileLLM key error are different loading failures, not the same underlying issue." + "reason": "Different load-time failures: FineGrainedFP8Config on Qwen3Moe vs a key error for MobileLLM-125M." }, { "left": "issue:43329", - "right": "issue:43450", + "right": "issue:44479", "accept": false, - "reason": "Video token accounting with undefined variables and batched video processor shape errors are different bugs." + "reason": "Both involve video, but 43329 is an undefined-variable bug in token counting while 44479 is a v5.3.0 video-input regression across several Qwen VL models." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and Strix Halo mmap OOM are unrelated memory/loading issues." + "reason": "One is a multimodal token-counting bug; the other is incorrect batched video processor output shape." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths with different failure modes." + "reason": "Different memory/OOM contexts: FSDP CPU RAM efficient loading vs mmap on Strix Halo." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to PIL backend processors requiring torchvision." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to torchvision being required by PIL image processors." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "TrainerState token counters not updating and high perplexity on gpt-oss-20b are unrelated." + "reason": "One is a model/config loading issue; the other is AutoImageProcessor URL loading." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated problems." + "reason": "Different CPU-offload bugs in different models; no shared concrete code path." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Different multimodal pipelines and different failures; not the same concrete bug." + "reason": "TrainerState token-count tracking is unrelated to GPT-oss-20b perplexity on WikiText-2." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No meaningful duplicate relation is evident; one is a placeholder title, the other is an isolated reproduction of another issue." + "reason": "'ADD THE DATA' is not a technical duplicate of an isolated reproduction for issue 38071." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Both involve model loading details, but one is untied lm_head weights in AyaVision and the other is dtype propagation in Blip2." + "reason": "Different video-processing failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are unrelated bugs." + "reason": "DiaConfig token-ID persistence bug is unrelated to MXFP4 quantization fallback to bf16." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token accounting are unrelated." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both are tokenizer regressions, but for different tokenizers and distinct failure modes; too broad to merge." + "reason": "AyaVision lm_head tying bug is unrelated to Blip2 dtype propagation failing to set model/model.qformer to half precision." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels v0.15 import requirements." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Loading failure for physical-intelligence/fast and CLIPTokenizer max_length sentinel behavior are different issues." + "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing due to kernels version/revision requirements." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Both mention tied embeddings, but one is a model-specific lm_head tying bug and the other is a LoRA-merge/extended-vocab collapse; not the same fix." + "reason": "Different tokenizer regressions: missing BOS/EOS addition vs codec handling and warning behavior in Kimi-K2.5." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are unrelated." + "reason": "Loading physical-intelligence/fast with transformers>=5.1.0 is unrelated to CLIPTokenizer's excessive model_max_length." } ] }, @@ -6526,7 +6490,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:24643", "issue:27957", @@ -6535,13 +6499,14 @@ "issue:29159", "issue:33357", "issue:34567", + "issue:34689", "issue:36331", "issue:38175", "issue:41720", "issue:42175", "issue:42915", - "issue:43257", "issue:43317", + "issue:43404", "issue:43425", "issue:43452", "issue:43540", @@ -6550,7 +6515,6 @@ "issue:43697", "issue:43742", "issue:43749", - "issue:43756", "issue:43824", "issue:44062", "issue:44291", @@ -6558,13 +6522,12 @@ "issue:44488", "issue:44560", "issue:44568", - "issue:44792", "issue:44821", "issue:44849", "issue:44898", - "issue:44964", "issue:44987", "issue:44991", + "issue:45127", "issue:45137", "issue:45357", "issue:45381", @@ -6578,9 +6541,11 @@ "issue:46693" ], "soft_pairs": [ + "issue:28282|issue:34689", + "issue:43404|issue:45127", "issue:43697|issue:45357", - "issue:42915|issue:45538", "issue:43425|issue:46291", + "issue:42915|issue:45538", "issue:45137|issue:45405", "issue:33357|issue:34567", "issue:42175|issue:43824", @@ -6589,237 +6554,232 @@ "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43317|issue:45538", - "issue:43577|issue:46512", - "issue:43452|issue:43582", "issue:44849|issue:45701", "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:43452|issue:43582", "issue:41720|issue:43540", - "issue:24643|issue:29159", "issue:27957|issue:28282", - "issue:44568|issue:45488", + "issue:24643|issue:29159", "issue:43540|issue:44560", - "issue:44987|issue:45907", + "issue:44568|issue:45488", "issue:42175|issue:44488", - "issue:43540|issue:44479", + "issue:44987|issue:45907", "issue:44291|issue:44821", + "issue:43540|issue:44479", "issue:44479|issue:45381", "issue:38175|issue:44898", - "issue:34567|issue:36331", - "issue:43257|issue:43756", - "issue:44792|issue:44964" + "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "bee1c6d7257a65d49314b44bc0fcd676c20aac43d7fd3b317da6b2ec299aa919", + "prepared_review_unit_hash": "7eac286cc87f63160e5a3088a8ca9c28f95ac21765785b8749c8a6084574f851", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "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 heterogeneous bug reports with one clear duplicate-like pair in the Qwen video-input regression area. The only soft edge I\u2019d accept is the 5.3.0 Qwen2.5-VL/Qwen3.5 video-input regression overlap.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 44479 is the broadest and clearest representative of the accepted Qwen video-input regression cluster: it names the affected model families, the 5.3.0 regression context, and the same symptom class that 45381 narrows down.", + "summary": "The cluster is heterogeneous and does not form a single duplicate set: it mixes tokenizer regressions, multimodal/video bugs, model-loading/import errors, training/runtime failures, and packaging/version issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45488 is the best available anchor because it is open, concrete, and in the strongest tokenizer-regression thread, but the cluster is too mixed for a confident true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best overall issue anchor because it most directly captures the underlying bug and its scope, while the rest of the set is largely unrelated loading/tokenizer/training regressions.", + "best_issue_reason": "45488 is the most reusable issue target here; it has an explicit, actionable regression description and active discussion, unlike the other items which are mostly unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Different bugs: one is RTDetrV2 inference divergence, the other is incorrect visual encoder key saving for Qwen3.5." + "reason": "Different failure modes and subsystems: generic PyTorch-missing import versus a specific Llama 3.2 Vision loading regression." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Unrelated symptoms: FP8/Qwen3MoE loading failure vs CLIPTokenizer max_length misconfiguration." + "reason": "Both mention tied weights, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocabulary; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: RTDetrV2 output mismatch versus Qwen3.5 save_pretrained key mapping." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Different code paths: Torch 2.10 compatibility issue vs hub pipeline import requiring version/revision metadata." + "reason": "Unrelated dependency problems: torch compatibility versus kernels requiring a revision/version argument." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated models and symptoms: FineGrainedFP8Config failure versus CLIPTokenizer model_max_length behavior." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are not the same underlying defect." + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with a CLIP community model is unrelated to TrainerState token-count tracking." + "reason": "MacOS bus error in model loading is unrelated to TrainerState token-count bookkeeping." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend install issue vs missing export for Qwen2_5_VLForConditionalGeneration; different failures." + "reason": "Packaging/backend inclusion issue versus missing Qwen class import; different problem areas." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key-loading error and init_empty_weights argument handling are distinct load-time bugs." + "reason": "KeyError loading MobileLLM is not the same bug as init_empty_weights receiving an unexpected argument." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box-validation error messaging." + "reason": "Generic missing-PyTorch import error versus LayoutLMv3 box-validation messaging; not the same bug." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both mention generation regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + "reason": "Different regression domains: multimodal video-input behavior versus FA2 long-context generation performance." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg TypeError is a different tokenizer failure than the EMBEDDIA/est-roberta load regression." + "reason": "Both are tokenizer-related, but one is an AddedToken keyword collision and the other is a model-specific tokenizer load failure; not enough evidence of one root cause." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model offload loading and CLIPTokenizer model_max_length are unrelated issues." + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max-length handling." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "BLIP2 dtype staying float32 is not the same as from_config leaving config.dtype stale." + "reason": "Qwen3.5 hidden-states bug versus a broad tokenizer-version regression; different concrete failures." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator TypeError are different problems." + "reason": "FP8 configuration failure and FSDP CPU RAM efficient loading are separate training-stack issues." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is not the same as a generic tokenization-version regression." + "reason": "Both involve dtype, but one is BLIP2 loading behavior and the other is config dtype staying stale; different bugs." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "FP8 Qwen3MoE failure and FSDP CPU RAM efficient loading breakage do not share the same code path." + "reason": "gguf model/tokenizer loading and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different runtime failures." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed weight-dimension RuntimeError is unrelated to slow/fast tokenizer inconsistency." + "reason": "CUDA assert under auto device mapping and Qwen3OmniMoe video-input ValueError are different model-path failures." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta FlashAttention2 and missing-PyTorch import errors are not duplicates." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch import error." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is LlamaTokenizer overriding the tokenizer.json pre-tokenizer." + "reason": "DeepSpeed training RuntimeError and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they affect different Qwen models and fail in different stages." + "reason": "Both are video-input issues in Qwen variants, but they involve different models and failure signatures; not the same concrete bug." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Model loading failure in transformers>=5.1.0 and a list_repo_files revision-forwarding bug are different layers." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is a pre-tokenizer override; different mechanisms." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend-install packaging behavior and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "Packaging/backend issue versus a specific model-loading failure for cjvt/sleng-bert." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Same broad multimedia area, but the concrete failures and affected models differ; not enough evidence for one bug." + "reason": "Model-loading regression and CI failure in list_repo_files are unrelated." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are distinct loader bugs." + "reason": "init_empty_weights TypeError and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad Qwen video area, but the models and error modes differ enough that they do not look like the same underlying bug." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower description of the same wrong vision_position_ids behavior." + "accept": false, + "reason": "The second is a specific qwen2.5-vl vision_position_ids complaint, while the first is a broader multi-model video regression; related theme, but not clearly one bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero-probability issue and Perceiver non-default-resolution failure are different model behaviors." + "reason": "Siglip2 zero-probability behavior and Perceiver non-default-resolution failure are unrelated vision-model bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to compute_loss receiving an unexpected keyword argument." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MoE weight-conversion with accelerate+deepspeed and Smollm3 RoPE-layer count are unrelated model/config issues." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Both are multimodal/model-loading reports, but Janus image generation test failure and Phi-4 multimodal load failure are not the same bug." + "reason": "TrainerState token-count updates and CustomTrainer compute_loss signature mismatch are separate trainer API issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44479 vs issue:45381, is reasonably supported by the titles and descriptions as the same Qwen video-input regression at different specificity levels. The other pairwise rejections look appropriately cautious; no overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6834,13 +6794,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:24643", "issue:28282", "issue:29127", "issue:32090", - "issue:33357", + "issue:43257", "issue:43404", "issue:43452", "issue:43526", @@ -6849,7 +6809,6 @@ "issue:43577", "issue:43697", "issue:43716", - "issue:43720", "issue:43742", "issue:43756", "issue:43906", @@ -6859,10 +6818,11 @@ "issue:44589", "issue:44625", "issue:44737", + "issue:44792", "issue:44821", "issue:44877", - "issue:44898", "issue:44913", + "issue:44964", "issue:45042", "issue:45072", "issue:45081", @@ -6885,224 +6845,224 @@ "issue:46701" ], "soft_pairs": [ + "issue:43257|issue:43756", + "issue:44792|issue:44964", "issue:44062|issue:45081", - "issue:43756|issue:46399", - "issue:44737|issue:46463", "issue:43742|issue:44589", - "issue:43716|issue:46701", + "issue:43756|issue:46399", "issue:45042|issue:45081", - "issue:43577|issue:45072", + "issue:43716|issue:46701", + "issue:44737|issue:46463", "issue:43756|issue:45325", "issue:44568|issue:46491", - "issue:45405|issue:45600", "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43577|issue:45072", "issue:43906|issue:46468", "issue:45823|issue:46463", - "issue:44737|issue:45588", "issue:43452|issue:44488", "issue:43404|issue:45987", "issue:43906|issue:46693", - "issue:43526|issue:45479", + "issue:44737|issue:45588", "issue:44625|issue:44877", + "issue:43526|issue:45479", "issue:45357|issue:45920", "issue:44913|issue:46121", "issue:43540|issue:46693", - "issue:43697|issue:45216", "issue:28282|issue:32090", - "issue:43720|issue:44898", - "issue:24643|issue:29127", - "issue:28282|issue:33357" + "issue:43697|issue:45216", + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "18ed34341c6a1c2672f77aea45b6833426847e9e2b0e1444919d269a9105d57b", + "prepared_review_unit_hash": "4263b45a3e1f442d921f1ac6f4f245f41e662bc8cfc40da824b9c2eec840b304", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35657, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizers, configs, loading paths, and runtime errors. None of the soft pairs look like the same underlying bug/change, so I would reject all pairings. If a single issue must be used as a representative anchor, the broad multi-model tokenizer regression report is the best fit.", - "confidence": 0.94, - "canonical_issue_reason": "No true duplicate cluster is present; issue 45920 is the broadest and most representative report because it describes a concrete regression affecting multiple model families, with clearer scope than the narrower single-model bugs.", + "summary": "This cluster is not a duplicate set: the issues span unrelated bugs across model loading, tokenizer behavior, config serialization, dtype/device mismatches, vision/multimodal paths, and performance regressions. None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global anchor: it is a concrete, high-signal regression affecting several model families, and its scope is easier to generalize than the many narrowly scoped model-specific reports here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different tokenizer failures: AddedToken special-arg collision vs Mistral regex/backend_tokenizer attribute error." + "reason": "Both mention Qwen/weights-like behavior, but one is DeepSpeed loading conversion for MOE weights and the other is RoPE layer count mismatch in Smollm3; different models and code paths." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different models and bugs: Smollm3 RoPE-layer truncation vs Qwen3.5 kernel registration crash." + "reason": "Both are multimodal/model-loading failures, but one is a janus test failure and the other is a Phi-4 multimodal load regression; no shared underlying bug." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Unrelated code paths: XLNet rotary positional encoding on CPU vs T5 decoder-input validation error message." + "reason": "Tokenizer-related errors, but one is AddedToken argument duplication and the other is a Mistral regex patch crashing on a tokenizer attribute; distinct failures." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are load-time failures, but the causes are unrelated: MobileLLM key error vs missing Float8 storage." + "reason": "Both are loading errors, but one is a missing key for MobileLLM and the other is a Float8 storage deserialization problem; unrelated causes." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Both involve multimodal inputs, but one is a dtype mismatch in Mistral-3 and the other is a DiffusionGemma pipeline failure." + "reason": "Both involve Qwen3.5, but one is missing/dropped RoPE layers while the other is kernel registration failing for apply_rotary_pos_emb; not the same bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Completely different areas: PIL image processor torchvision dependency vs Mistral tokenizer patch crash." + "reason": "One is a torchvision dependency issue in PIL image processors; the other is a tokenizer regex crash. Different subsystems." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both touch multimodal models, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a DiffusionGemma generation/pipeline failure; no common code-path." + }, + { + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Both mention dtype mismatch, but they are distinct model-specific failures with different triggers and code paths." + "reason": "An XLNet CPU-device bug and a T5 error-message issue are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different RoPE-related bugs in different models: dropped RoPE layers vs incorrect temporal position scaling." + "reason": "Both are Qwen-related, but one is RoPE layer dropping in Smollm3 and the other is still-image temporal position scaling in Qwen2.5-VL; different logic." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS injection vs leading-space loss on encode-decode round-trip." + "reason": "Both are tokenizer regressions, but one misses BOS/EOS insertion and the other strips a leading space on round-trip; separate behavior." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to an AutoImageProcessor URL loading failure." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Dependency-version pinning issue vs stale auto_mappings reference; not the same bug." + "reason": "One is a dependency version bump problem; the other is stale auto_mappings references causing CI breakage. Different issues." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different subsystems entirely: Qwen3-MoE sliding-window handling vs AutoImageProcessor URL loading." + "reason": "Both mention dtype mismatches, but they affect different models and forward paths (Blip2 vs SwitchTransformers/TimmWrapperModel)." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "No evidence they are the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." + "reason": "An isolated reproduction of an older issue and a broken Nemotron example are not the same bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Different problems: Gemma4 device-map forward mismatch vs T5 decoder-input validation messaging." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU tensor creation and flash-attention sink handling are unrelated bugs." + "reason": "Gemma4 device-map mismatch is unrelated to a T5 decoder-input validation error message." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are model loading complaints, but the underlying failures and affected artifacts are different." + "reason": "Both concern loading models/tokenizers, but one is a gguf_file-from_pretrained regression and the other is a specific model failing to load; no shared concrete fix." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 weight tying bug vs StaticCache sequence-length return type bug; no shared code-path issue." + "reason": "Mistral3 lm_head tying and StaticCache return type are unrelated bugs." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction issue and a performance regression are not the same underlying defect." + "reason": "An isolated reproduction issue and a long-context FA2 performance regression do not share the same underlying defect." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Image-label reduction bug vs sequence-classification loss behavior; different layers of the stack." + "reason": "XLNet device placement bug and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." + "reason": "One is num_labels propagation in Qwen3.5 config; the other is strict config blocking granite_speech loading. Different config problems." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "A BeitImageProcessorFast reduce_labels bug and a sequence-classification zero-loss issue are not the same problem." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the broad AutoTokenizer token-ID regression." + "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are separate regressions." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX rotary_pct reload bug and rope-validation type error are separate serialization/config issues." + "reason": "Both involve RoPE/config handling, but one silently resets rotary_pct on reload while the other errors on JSON-loaded ignore_keys lists; distinct failure modes." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Different failure modes: Qwen3OmniMoe video processing ValueError vs FA2 long-context performance regression." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different regression types and code paths: RTDetrV2 output changes vs Qwen3.5 checkpoint save corruption." + "reason": "Qwen3OmniMoe video input processing and FA2 long-context performance regression are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Trainer's NoneType broadcast error." + "reason": "A missing PyTorch import and a NoneType broadcast error under Trainer are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "BitNet packed-weight loading bug and Perceiver resolution/interpolation failure are unrelated." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained checkpoint corruption are different regressions." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and LayoutLMv3 error-message clarity issue are not the same bug." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Missing PyTorch import error vs MacOS bus error in a CLIP model; no shared underlying defect." + "reason": "DeepSpeed training weight-shape runtime error and a LayoutLMv3 box-validation message issue are unrelated." } ] }, @@ -7124,10 +7084,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ + "issue:28282", "issue:29159", "issue:33357", + "issue:35141", "issue:38175", "issue:41762", "issue:42898", @@ -7141,11 +7103,10 @@ "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43742", "issue:43749", - "issue:43756", "issue:43819", - "issue:43927", "issue:43994", "issue:44361", "issue:44442", @@ -7170,254 +7131,250 @@ "issue:46050", "issue:46170", "issue:46178", - "issue:46402", "issue:46463", "issue:46491", "issue:46701" ], "soft_pairs": [ + "issue:43720|issue:44898", + "issue:28282|issue:35141", "issue:43643|issue:45375", - "issue:45200|issue:46463", "issue:44466|issue:45005", + "issue:45200|issue:46463", "issue:41762|issue:44936", "issue:43688|issue:43749", "issue:44493|issue:46050", - "issue:43452|issue:44843", "issue:44361|issue:44442", - "issue:43819|issue:44811", - "issue:43525|issue:46701", + "issue:43452|issue:44843", "issue:43653|issue:44361", - "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:38175|issue:43295", + "issue:45372|issue:46170", "issue:44936|issue:45823", "issue:45542|issue:46178", "issue:43531|issue:43742", - "issue:43295|issue:45356", "issue:42898|issue:46491", - "issue:43452|issue:43577", + "issue:43646|issue:43749", + "issue:43295|issue:45356", "issue:43653|issue:44568", "issue:43577|issue:43697", - "issue:43646|issue:43749", "issue:29159|issue:33357", + "issue:43452|issue:43577", "issue:44843|issue:44991", - "issue:43688|issue:45704", "issue:44464|issue:44743", - "issue:43756|issue:46402", - "issue:43653|issue:43927" + "issue:43688|issue:45704" ], - "prepared_review_unit_hash": "1edbfb3efb07d52c8fa8963be29c96db22c642c705faa2dc103deaa6e77a9761", + "prepared_review_unit_hash": "22b56d0f0b5dc0b96bbddc039eb57a4f70ed4e6457ecb93a80079f2490b54d77", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate: issue 45372 and 46170 are the same Windows/ROCm torch.distributed dependency failure. The other pairs are at most loosely related by subsystem and do not look like the same underlying bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45372 is the clearer original report for the Windows + AMD ROCm / torch.distributed dependency failure; issue:46170 reads like the same problem with a more generic restatement.", + "summary": "These issues are mostly unrelated, spanning distinct tokenizer, loading, config, generation, and backend regressions. I found no soft-edge pair that clearly describes the same concrete bug or change; the closest candidates are still too different in model, code path, or symptom.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression here: Transformers 5.0.0 breaking custom model initialization. The other reports are narrower, model- or tokenizer-specific breakages rather than the same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the best canonical issue candidate because it has the more complete, earlier report of the duplicated backend/import failure and is the better anchor for the cluster.", + "best_issue_reason": "issue:43646 is the best representative of the cluster because it captures the general v5 breaking-change theme and is the most broadly applicable, actionable report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Both mention missing config fields, but one is AutoConfig/trust_remote_code field loss and the other is a specific Qwen vision config field dropped by strict serialization; different bug paths." + "reason": "Different failures: BitNet packed-weight handling during accelerate loading vs Perceiver image-resolution forward behavior." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError due to missing PyTorch is unrelated to the post-init tied-embedding reinitialization bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different model families and different failures: Gemma 4 missing mm_token_type_ids defaults vs T5 decoder-input validation error messaging." + "reason": "Both involve missing config fields, but they are different models and different missing attributes." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights in v5, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights issue; not clearly the same concrete bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model complaint; not enough to treat as the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder input validation are distinct code paths and symptoms." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train() are unrelated." + "reason": "DeepSpeed ZeRO-3 loading IndexError is not the same as trainer.evaluate() failing after train." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are separate issues." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated problems." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different problems." + "reason": "Position-id key warnings and sinq quantization save/load breakage are different issues." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both affect AutoTokenizer.from_pretrained, but one is gguf_file handling and the other is an unconditional model_info() call breaking offline mode." + "reason": "Different tokenizer classes and different errors; no shared concrete bug path is evident." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer load failures, but for different tokenizers and different error modes." + "reason": "gguf_file loading support and offline hub model_info() calls are distinct AutoTokenizer failures." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task AttributeError failures." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemma image-text pipeline failure are different code paths." + "reason": "Missing pad_token_id in Llama4Config is not the same as the DiffusionGemma image-text pipeline failure." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "BigBird special-token registration bug and MLukeTokenizer AttributeError are distinct tokenizer issues." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": true, - "reason": "Same Windows/AMD ROCm failure involving torch.distributed dependency; titles describe the same import/type error." + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: siglip2 nonsensical outputs vs Perceiver non-default-resolution failure." + "reason": "Both are vision-model issues, but the concrete bugs and code paths differ." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities and processor.tokenizer regression are unrelated." + "reason": "Siglip2 zero-probability output and processor.tokenizer/custom image handling regressions are different failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency issues are separate import problems." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer post-train evaluate failure and Gemma4 device_map auto device mismatch are different bugs." + "reason": "Trainer lifecycle failure and Gemma4 device-map forward mismatch are not the same bug." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-related, but one is tensorboard without TensorFlow causing a tf backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Both are backend mapping errors, but they involve different missing optional dependencies and different error surfaces." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading key error are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are unrelated." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and describe different failure modes." + "reason": "Both concern tokenizer behavior changes, but one is a generic v5 setting change and the other is a specific CodeLlama round-trip regression." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change is broader than the CodeLlama leading-space round-trip regression; not clearly the same bug." + "reason": "Custom model initialization regressions are not the same as FSDP CPU RAM efficient loading breakage." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer gguf_file breakage and BLIP2 dtype not sticking are unrelated." + "reason": "Different tokenizer regressions: custom processor/image-token handling vs Kimi-K2.5 codec and warning behavior." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird mask token registration and mdeberta BOS/EOS add_special_tokens behavior are different tokenizer bugs." + "reason": "Both are special-token bugs, but they affect different tokenizers and different token types." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype casting and RTDetrV2 output drift are unrelated model issues." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are not the same underlying problem." + "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated model behaviors." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer consistency mismatch and MacOS CLIP bus error are unrelated." + "reason": "Tokenizer consistency issues and a MacOS bus error in CLIP loading are clearly different failures." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Offline Mistral regex patch issue and tokenizer load failure for EMBEDDIA/est-roberta are different failures." + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype casting staying float32." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are separate issues." + "reason": "Offline hub lookup regression and est-roberta tokenizer loading failure are different problems." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different code paths." - }, - { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy and Sam3 text-encoder weights not loaded are unrelated." + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are different generation bugs." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "BigBird special-token registration and DiaConfig token-id loss after save/load are different bugs." + "reason": "Auxiliary-loss normalization and the T5 apex RMSNorm memory leak are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The 45372/46170 pairing is the only one that clearly shares the same Windows/AMD ROCm torch.distributed import/type-error theme, and the other soft pairs are conservatively rejected with reasons that do not overclaim identity. No unsupported mergeability or duplicate assertions stand out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7432,7 +7389,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:32090", "issue:33666", @@ -7443,26 +7400,25 @@ "issue:43262", "issue:43278", "issue:43295", - "issue:43452", "issue:43493", "issue:43504", "issue:43550", "issue:43577", "issue:43606", "issue:43643", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", + "issue:43756", "issue:43782", "issue:43825", "issue:43927", "issue:44361", - "issue:44451", "issue:44464", "issue:44466", "issue:44479", "issue:44484", - "issue:44514", "issue:44554", "issue:44561", "issue:44610", @@ -7472,7 +7428,6 @@ "issue:44821", "issue:44964", "issue:44977", - "issue:45290", "issue:45405", "issue:45440", "issue:45491", @@ -7480,16 +7435,19 @@ "issue:46002", "issue:46050", "issue:46365", + "issue:46402", "issue:46612", "issue:46693" ], "soft_pairs": [ + "issue:43756|issue:46402", + "issue:43653|issue:43927", "issue:43688|issue:45701", "issue:44479|issue:44625", - "issue:43688|issue:45440", "issue:45491|issue:46002", - "issue:44484|issue:44704", + "issue:43688|issue:45440", "issue:43550|issue:44361", + "issue:44484|issue:44704", "issue:33666|issue:36010", "issue:43742|issue:44821", "issue:32090|issue:33666", @@ -7501,242 +7459,240 @@ "issue:44977|issue:46693", "issue:43504|issue:43550", "issue:43643|issue:44561", - "issue:43577|issue:44554", "issue:43504|issue:44610", + "issue:43577|issue:44554", "issue:43720|issue:43927", "issue:33666|issue:36331", - "issue:43782|issue:46693", "issue:43606|issue:43927", "issue:43278|issue:43688", - "issue:43262|issue:43295", - "issue:44554|issue:46365", + "issue:43782|issue:46693", "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:43262|issue:43295", + "issue:44554|issue:46365", "issue:43720|issue:44361", - "issue:44514|issue:45290", - "issue:43493|issue:43825", - "issue:43452|issue:44451" + "issue:43493|issue:43825" ], - "prepared_review_unit_hash": "d1acb3adb95de8d2fba9c063206b01064432b3cc74ea15ea3fb8453de173a558", + "prepared_review_unit_hash": "60d411667e3e2fef9e9c4f9bc7c7eec11cdd91bac52732f8e8ee3ea37b249a82", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37417, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issue reports across model loading, generation, processors, dtype/device behavior, and trainer compatibility. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is a clear canonical representative; the items are thematically broad but describe distinct bugs and regressions in different code paths.", + "summary": "All soft pairs look like near-topic matches at best, not true duplicates: they involve different models, different failure modes, or different code paths. No safe canonical item emerges from this heterogeneous cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue; the cluster is heterogeneous and does not center on one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is especially suitable as a global best representative because the cluster is heterogeneous and lacks a shared root cause.", + "best_issue_reason": "No single issue is a strong representative because the items span unrelated reports across loading, generation, tokenization, and docs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to a tokenization-version regression." + "reason": "Different bugs: Smollm3 RoPE-layer handling vs Sam3Model text-encoder weights not loading." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Video-input regression in several VL models is distinct from Qwen3.5 num_labels propagation." + "reason": "Both involve token-related behavior, but one is BigBirdTokenizer special-token registration and the other is DiaConfig save/load of custom IDs." }, { "left": "issue:43688", - "right": "issue:45440", + "right": "issue:45701", "accept": false, - "reason": "Different model families and different defects: aux-loss normalization vs implementation divergence." + "reason": "Aux-loss normalization in MoE models is unrelated to a transformers-version tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models is a different code path from Qwen3.5 num_labels propagation." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but in different components and failure modes." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint behavior." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs handling." + "reason": "Different model families and different defects: loss normalization vs DeepSeekV3 implementation divergence." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer task attribute errors." + "reason": "Torch.compile/SDPA issues in Bamba are unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor passing kwargs to cached_file." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training issues are not the same as a GenerationMixin import failure." + "reason": "Multi-GPU training question for Qwen2-VL is not the same as the GenerationMixin import error." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Loading a specific model with a key error is unrelated to loading AutoImageProcessor from a URL." + "reason": "A MobileLLM load key error is a different failure than AutoImageProcessor loading from a URL." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is a different bug from Qwen2-VL multi-GPU training." + "reason": "Trainer _gpu_broadcast_one NoneType error is a distinct training crash from a general Qwen2-VL multi-GPU training request." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Wrong tensor indexing in serve KV-cache continuation is not the same as beam-search cache reorder being skipped." + "reason": "Different generation bugs: server KV-cache continuation indexing vs beam-search cache reorder not running for certain models." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency for tied lm_head weights is distinct from broken sinq quantized save/load." + "reason": "lm_head.weight serialization inconsistency is unrelated to sinq quantized model save/load breakage." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert under auto device mapping is unrelated to compiled-forward chunked generation mismatches." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is a different issue from compiled-forward chunked generation inconsistency." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward is a different code path than Qwen3.5 flash-attention generation." + "reason": "Both are generation regressions, but one is compiled-forward chunking and the other is flash-attention behavior in Qwen3.5." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field load failure for Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Beit legacy-field loading and BitNet packed-weight unloading are unrelated model-loading bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation correctness and FA2 long-context performance regression are different issues." + "reason": "Flash-attention correctness/generation failure is not the same bug as a performance regression with FA2 and long-context generation." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained loading and Bamba torch.compile/SDPA failures are unrelated." + "reason": "Different models and failure modes: pretrained preset loading vs torch.compile with SDPA." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig is not the same as removal of is_torch_fx_available breaking models." + "reason": "AutoConfig missing fields under trust_remote_code is not the same as removing is_torch_fx_available breaking remote-code models." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Blip2 dtype loading bug is unrelated to an MPS attention correctness issue." + "reason": "Legacy-field preset loading and OmDet-Turbo processor/model size mismatch are unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "A legacy config field load problem is unrelated to processor image-size mismatch." + "reason": "Blip2 dtype propagation bug is separate from an MPS attention correctness issue." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet weight unpacking and DiaConfig token-id persistence are different bugs." + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig custom-token-ID loss." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss signature incompatibility." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as a long-context FA2 performance regression." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different trainer issues." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token ID loss." + "reason": "CPU offload device mismatch in Bark-small does not match DiaConfig save/load token ID loss." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "dtype drift between train/eval and MoE auxiliary-loss normalization are separate bugs." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image passthrough regression." + "reason": "Embedding dtype drift during train/eval is unrelated to auxiliary-loss normalization." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to Trainer import failure caused by datasets." + "reason": "Qwen3VL weight_only loading failure is a different issue from FA2 long-context performance regression." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "A model loading regression is unrelated to a minimum PEFT version bump not yet on PyPI." + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump/release issue." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 doc-example errors are not the same as SigLIP2 implementation divergence from JAX." + "reason": "SigLIP2 doc-example errors are not the same as an HF-vs-JAX implementation discrepancy." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "BitNet packed-weight handling is unrelated to MLukeTokenizer AttributeError." + "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image-input regression are different processor bugs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "These are both chat-template crashes, but on different inputs and different failure conditions." + "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 model divergence is unrelated to a pipeline error message about translation tasks." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError share no concrete code path." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "gguf_file breaking from_pretrained APIs is not the same as a specific model failing to load." + "reason": "SigLIP2 implementation divergence is unrelated to a pipeline error-message wording regression." } ] }, @@ -7758,7 +7714,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28218", "issue:33357", @@ -7770,6 +7726,7 @@ "issue:43295", "issue:43299", "issue:43334", + "issue:43452", "issue:43493", "issue:43504", "issue:43525", @@ -7784,9 +7741,10 @@ "issue:43994", "issue:44112", "issue:44361", + "issue:44451", "issue:44466", "issue:44488", - "issue:44493", + "issue:44514", "issue:44568", "issue:44589", "issue:44625", @@ -7794,33 +7752,33 @@ "issue:44843", "issue:44849", "issue:44977", - "issue:45245", + "issue:45290", "issue:45357", "issue:45405", "issue:45520", "issue:45584", - "issue:45759", "issue:45812", "issue:45823", "issue:46050", "issue:46192", "issue:46209", - "issue:46285", "issue:46489", "issue:46710" ], "soft_pairs": [ + "issue:44514|issue:45290", "issue:43525|issue:43572", + "issue:43452|issue:44451", "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:45823|issue:46050", "issue:28218|issue:33357", - "issue:43994|issue:46192", "issue:42796|issue:44977", - "issue:43493|issue:43844", + "issue:43994|issue:46192", "issue:43278|issue:43844", - "issue:39692|issue:43295", + "issue:43493|issue:43844", "issue:44849|issue:46209", + "issue:39692|issue:43295", "issue:43646|issue:44466", "issue:33357|issue:33666", "issue:44568|issue:46489", @@ -7829,233 +7787,224 @@ "issue:44849|issue:45357", "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:44568|issue:45812", "issue:43575|issue:45405", "issue:43927|issue:44361", + "issue:44568|issue:45812", "issue:44589|issue:45520", "issue:43257|issue:43299", "issue:43824|issue:44589", "issue:43504|issue:43606", "issue:43606|issue:44112", - "issue:43334|issue:43572", - "issue:43334|issue:45759", - "issue:45245|issue:46710", - "issue:44493|issue:46285" + "issue:43334|issue:43572" ], - "prepared_review_unit_hash": "f7ec4c562bc6fdd8a9374d80a6b4fbb47e6b808d59bf57c64048607229ca6a40", + "prepared_review_unit_hash": "284fc736c4d63d051564fe1879585b9533c850ae5632d0e81ee0a73366f4fdbe", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37044, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "soft_pair_count": 30, + "serialized_chars": 36731, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated transformer bugs. The only recurring theme is tokenizer/config regressions, but the soft pairs still describe different models, different attributes, or different failure modes, so no duplicate merges are justified.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenizer-regression report here: it describes a silent v4\u2192v5 break affecting all Granite models and has multiple inbound references, while the other issues are narrower or unrelated.", + "summary": "This cluster is a noisy mix of mostly unrelated regressions: tokenizer quirks, model-loading failures, config-field bugs, and a few training/inference issues. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the most representative and highest-scope issue in the tokenizer-regression subset: it describes a broad silent v4\u2192v5 tokenization failure affecting all Granite models, which is more central than the narrower model-specific loading/config reports around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best anchor for this cluster because it captures the strongest shared theme (tokenizer behavior regression) and is more general than the other reports, which are mostly model-specific or unrelated infra failures.", + "best_issue_reason": "issue:45812 is the best single anchor for this cluster because it is broad, user-visible, and clearly about a concrete tokenizer regression rather than a one-off model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is a tool-call/no-content crash; different edge cases, not the same bug." + }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different configs/models and likely need separate fixes." + "reason": "Similar missing-token-id theme, but different configs/models (`Llama4Config` vs `StableLmConfig`) and different missing fields; not one shared defect." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but the models and failure modes differ; no sign of the same underlying loader bug." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different failures in different models/hardware paths; not the same bug." + "reason": "Separate regressions: Qwen3.5 generation/flash-attn behavior vs FP8 inference failure on B200." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated model/config propagation bug versus Whisper generation edge case." + "reason": "Unrelated symptoms and code paths: label propagation in Qwen3.5 vs Whisper empty-transcription handling after special-token alignment." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map mismatch and quantized save/load corruption are different code paths." + "reason": "One is a device-map forward mismatch; the other is quantization save/load corruption. Different problems." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug versus MacOS bus error; no shared underlying fix." - }, - { - "left": "issue:43994", - "right": "issue:46192", - "accept": false, - "reason": "Wrong SigLIP2 outputs and ignored return_tensors are unrelated tokenizer/API issues." + "reason": "Tokenizer spacing bug vs Mac bus error in a CLIP model; completely different issues." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and flash-attention generation are different problems." + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation; not the same defect." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "SigLIP2 implementation discrepancy versus DeepSpeed gradient anomaly are unrelated." + "reason": "SigLIP2 output quality issue vs `return_tensors` being ignored when `text_kwargs` is passed; unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype regression and gradient growth under ZeRO-3 are different failures." + "reason": "BF16\u2192FP32 dtype drift and a ZeRO-3 gradient anomaly are different training issues." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Documentation example errors and custom model regression are not the same issue." + "reason": "SigLIP2 HF/JAX discrepancy vs DeepSpeed gradient growth; no shared concrete bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Hidden-states bug in Qwen3.5 and FP8 inference failure on B200 are unrelated." + "reason": "Different regressions: Qwen3.5 hidden-states behavior vs FP8 inference support on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors vs a processor/tokenizer regression in custom model code; not the same issue." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but initialization breakage and serialization inconsistency are different bugs." + "reason": "Custom model initialization breakage vs serialization of tied weights; separate code paths." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different model/runtime issues." + "reason": "Mac bus error in a CLIP model vs Qwen2-VL multi-GPU training; unrelated." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is BOS/EOS insertion and the other is DeepSeek-Coder tokenization output; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not enough evidence of one shared bug." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different regression types: inference failure on B200 versus accuracy drift after upgrade." + "reason": "FP8 inference failure vs accuracy regression after upgrade; different symptoms and likely different causes." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure and offline Hub access regression are different issues." + "reason": "Model-loading failure for `sleng-bert` vs offline-mode breakage in `_patch_mistral_regex`; distinct issues." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 bugs affecting different save/load and forward behaviors." + "reason": "Hidden-states regression in Qwen3.5 vs incorrect visual encoder keys during save/load." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype change and resume-from-checkpoint key mismatch are unrelated." + "reason": "Embedding dtype change vs checkpoint resume key mismatch; no shared underlying bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "CI test failure versus dependency version bump; no shared code defect." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta and the other is Granite token IDs; not one concrete bug." + "reason": "A failed Janus test vs an unreleased PEFT version bump; not the same defect." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM and PEFT minimum-version bump are unrelated." + "reason": "Tensor-parallel OOM on a Qwen model vs dependency-version pinning; unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both surface as AttributeError-style reports, but they concern different models and different broken behaviors." + "reason": "Custom token IDs lost on save/load vs tokenizer AttributeError on tasks; different model-specific bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on mdeberta-v3 and the other is wrong token IDs on Granite; not the same code-path problem." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage import failure and flash_attn KeyError on Python 3.13 are separate compatibility issues." + "reason": "Float8 storage lookup failure vs missing `flash_attn` import key on Python 3.13; unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen-related loading regressions, but they affect different model families and different failure points." + "reason": "Both mention Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a dev-version model-load break; too different to merge." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2.5-VL and Float8 storage lookup failure are unrelated." + "reason": "ImportError for a Qwen2.5-VL class vs an FP8 storage type error; no relation." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field loading bug and CPU offload device mismatch are different problems." + "reason": "Legacy-field model preset loading vs CPU-offload device mismatch; different failures." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real device-mismatch bug, the other is a stale CI test; not the same underlying change." + "reason": "Both mention device mismatch/offload, but one is a real model failure and the other is a stale CI test; not the same bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are pad-token-related config issues, but with different attributes and model families; not a single duplicate." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_id and failing to unwrap text_config are different composite-config bugs." - }, - { - "left": "issue:45245", - "right": "issue:46710", - "accept": false, - "reason": "Category-count limit error and model accuracy regression are unrelated." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." + "reason": "Both are missing token-id style config regressions, but they hit different models and fields; no evidence of one underlying fix." } ] }, @@ -8077,7 +8026,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:15354", "issue:28218", @@ -8090,7 +8039,7 @@ "issue:41720", "issue:42490", "issue:43065", - "issue:43404", + "issue:43334", "issue:43493", "issue:43504", "issue:43572", @@ -8109,11 +8058,10 @@ "issue:44734", "issue:44964", "issue:44977", - "issue:45072", "issue:45084", - "issue:45198", "issue:45200", "issue:45229", + "issue:45245", "issue:45406", "issue:45446", "issue:45520", @@ -8123,13 +8071,17 @@ "issue:45823", "issue:46050", "issue:46121", + "issue:46285", "issue:46369", "issue:46424", "issue:46701", "issue:46710" ], "soft_pairs": [ + "issue:43334|issue:45759", + "issue:45245|issue:46710", "issue:43572|issue:44291", + "issue:44493|issue:46285", "issue:43504|issue:43653", "issue:44464|issue:46424", "issue:43937|issue:46701", @@ -8145,208 +8097,205 @@ "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:44423|issue:44734", - "issue:45406|issue:46121", "issue:41720|issue:46710", - "issue:43493|issue:43701", - "issue:43404|issue:46710", - "issue:45072|issue:45198", - "issue:45588|issue:45759" + "issue:45406|issue:46121", + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "4b3930e75cb5a4d17455496c5f2e80076718de0625206c69d15630ce5c04fd83", + "prepared_review_unit_hash": "800dad8951afac8e31ba86bbeedd6c487c567b82c70d9336d92beaedf0391731", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35836, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated, spanning separate bugs in tokenization, serving, quantization, attention, and model-specific regressions. None of the soft edges look like the same underlying defect, so they should all remain separate.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and the apparent similarities are too broad (e.g. \"tokenizer\", \"serve\", \"Gemma4\", \"cache\") to represent one duplicate cluster.", + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly link unrelated transformer bugs that share only broad subsystem vocabulary. No soft edge looks like a true duplicate or a single mergeable PR pair.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44464 is the closest thing to a representative issue because it is a concrete runtime regression in generation/forward execution, but the overall cluster is too diverse to support a strong true-canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: none of these issues is a clear umbrella report for the others, and several are narrowly model- or feature-specific.", + "best_issue_reason": "issue:44464 is the best anchor only by being the clearest concrete bug report; it is still not a good duplicate umbrella for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: one is a missing pad_token_id on Qwen3-VL, the other is AutoModelForCausalLM.from_config not unwrapping composite text_config." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated failure modes: category-count limit error vs accuracy regression after upgrade." + }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both involve recent transformers/version-upgrade breakage, but one is a config field missing in StableLM and the other is an init_empty_weights argument mismatch; different code paths and symptoms." + "reason": "Different config/API issues: StableLm pad_token_idx regression vs unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different code paths: unexpected position-id key handling vs CLIP text model structure divergence." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: Beit pretrained-model loading versus BigBird tokenizer special-token registration. The failure modes are unrelated." + "reason": "Different tokenizer/model bugs: legacy preset field loading vs mask token registration and decode output." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "One is incorrect outputs with compiled forward during chunked generation; the other is cache length being ignored except for quantized cache. Similar area, but not the same bug." + "reason": "Both touch generation/cache, but one is compiled-forward chunked generation output mismatch and the other is cache-length handling for quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Separate model families and failures: invalid GenerationConfig for GLM-5 versus a broken image-text-to-text pipeline for DiffusionGemma." + "reason": "Different problems: invalid GenerationConfig vs image-text-to-text pipeline failure for DiffusionGemma." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 is shared, but these are different problems: text-only fine-tuning defaults versus multi-GPU CUDA OOM during inference." + "reason": "Different concerns: missing mm_token_type_ids default vs multi-GPU inference OOM." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Both are generation-related, but the concrete bugs differ: compiled forward chunking vs Whisper empty transcription after align_special_tokens." + "reason": "Different paths: compiled-forward chunked generation bug vs Whisper empty transcription after align_special_tokens." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same model family, but OOM and device mismatch are distinct failure modes with different likely fixes." + "reason": "Same model family, but one is OOM and the other is a device_map auto placement mismatch." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training instability with ZeRO-3 is unrelated to a model-loading failure for Phi-4 multimodal." + "reason": "Different bugs: ZeRO-3 gradient growth vs Phi-4 multimodal loading failure." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization appears in both, but one is offloading behavior and the other is save/load corruption after sinq quantization; not the same underlying bug." + "reason": "Both are quantization-related, but one is offloading behavior and the other is save/load corruption after sinq quantization." }, { - "left": "issue:43937", + "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "An invalid GenerationConfig is not the same as unexpected position-id keys appearing across many models." + "reason": "Different symptoms and layers: bad SigLIP2 outputs vs unexpected key in position-id handling." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "FlashAttention2 test failures and MLflow job-state reporting are entirely different subsystems and defects." + "reason": "Completely unrelated: Flash Attention 2 test failures vs MLFlow reporting after failed training jobs." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "One is a flash_attention AttributeError on sink-less models; the other is a quantized model save/load issue. Different code paths." + "reason": "Different code paths: flash_attention.py crash on s_aux=None vs sinq model persistence breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast TypeError involving NoneType." + "reason": "Tokenizer parity issue vs Trainer distributed broadcast TypeError; not the same bug." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning has nothing in common with an out-of-memory failure." + "reason": "Unrelated: trailing-slash local path import warning vs CUDA out-of-memory on GPT-oss-20b." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compiler/template-node errors and a flash_attn import KeyError on Python 3.13 are different problems." + "reason": "Different issues in compilation/import paths: non-template-node compile error vs flash_attn import KeyError on Python 3.13." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues are unrelated to a DiffusionGemma pipeline failure." - }, - { - "left": "issue:43065", - "right": "issue:46369", - "accept": false, - "reason": "Both mention Sam3, but one is a dummy Conv2d placeholder in a decoder and the other is a memory overflow when calling a litetext model." + "reason": "Different models and failures: Qwen3.5 flash-attention generation vs DiffusionGemma image-text pipeline." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "An extra space after an added token is a tokenizer behavior bug, not a TrainerState counter update issue." + "reason": "Tokenizer spacing regression and TrainerState token-count tracking are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated model/runtime issues." + "reason": "JIT scripting GeneratorExp support vs SigLIP2 zero-probability outputs; no shared code bug." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "The first is an MPS attention correctness bug when head dims differ; the second is a version-check/import bug for AuxRequest in flex_attention." + "reason": "MPS attention correctness with mismatched head dims vs incorrect PyTorch version check for AuxRequest import." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Both affect transformers serve, but one is a multimodal tensor-to-device crash and the other is a KV-cache continuation indexing bug." + "reason": "Same model area, but one is a dummy Conv2d implementation detail and the other is a memory overflow report." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are unrelated fixes in different parts of the library." + "reason": "Different serve crashes: multimodal .to() AttributeError vs KV-cache continuation indexing bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "A CUDA assert on A800 with auto device mapping is not the same as an accuracy regression after a version upgrade." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are distinct issues." - }, - { - "left": "issue:43404", - "right": "issue:46710", - "accept": false, - "reason": "Tied weights bug in Mistral3 is not the same as a DeepSeek accuracy regression." + "reason": "CUDA assert under auto device mapping vs post-upgrade accuracy regression; not the same underlying bug." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Different regressions: missing Gemma4Processor._tokenizer vs rope validation TypeError on JSON-loaded lists." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "flash_attention sink-less crash and AutoModelForCausalLM text_config unwrapping are different code-path problems." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -8368,7 +8317,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28218", "issue:35141", @@ -8378,14 +8327,11 @@ "issue:42490", "issue:42915", "issue:43232", - "issue:43262", "issue:43278", "issue:43295", - "issue:43334", + "issue:43404", "issue:43450", - "issue:43452", "issue:43493", - "issue:43525", "issue:43540", "issue:43550", "issue:43572", @@ -8397,7 +8343,6 @@ "issue:43873", "issue:43950", "issue:43957", - "issue:43975", "issue:44112", "issue:44186", "issue:44466", @@ -8406,266 +8351,233 @@ "issue:44610", "issue:44849", "issue:44987", + "issue:45072", "issue:45127", + "issue:45198", "issue:45200", "issue:45290", "issue:45356", "issue:45381", "issue:45520", + "issue:45588", + "issue:45759", "issue:45823", "issue:46178", "issue:46192", "issue:46209", "issue:46285", - "issue:46512" + "issue:46710" ], "soft_pairs": [ + "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:44186|issue:46192", "issue:45823|issue:46192", "issue:43295|issue:44610", - "issue:43450|issue:43575", "issue:45520|issue:46178", "issue:43232|issue:44849", - "issue:43550|issue:43844", + "issue:43450|issue:43575", "issue:43572|issue:44987", - "issue:44554|issue:45356", + "issue:43550|issue:43844", "issue:43572|issue:43957", + "issue:44554|issue:45356", "issue:37428|issue:43824", "issue:42490|issue:43493", "issue:44466|issue:45127", - "issue:39692|issue:46192", "issue:43653|issue:44112", "issue:38175|issue:43493", - "issue:45381|issue:46209", + "issue:39692|issue:46192", "issue:43278|issue:43856", + "issue:45381|issue:46209", "issue:44521|issue:45290", "issue:28218|issue:35141", "issue:42915|issue:43824", - "issue:43950|issue:46285", - "issue:43452|issue:46512", - "issue:43334|issue:43525", - "issue:43824|issue:43975", - "issue:43262|issue:43450" + "issue:43950|issue:46285" ], - "prepared_review_unit_hash": "661a509c96aae3b8ef552b5016b41ecae4f26dfd9eeb2b55c3ba700b632ead25", + "prepared_review_unit_hash": "1aa55f8fa433e29038ac8db32192702c289e57c3f029fa5dee8c33b9c7eef0ea", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37331, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "soft_pair_count": 30, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose grouping of unrelated Transformers bug reports around loading/generation/processor regressions, not a true duplicate family. None of the soft edges look like the same underlying issue strongly enough to merge.", - "confidence": 0.69, - "canonical_issue_reason": "No single issue clearly represents a duplicate set; the cluster is heterogeneous. If one must be chosen as an anchor, issue 43950 is the broadest, most regression-like model-loading bug and best fits a generic cluster label.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenization, model loading, multimodal processors, generation, dtype/device handling, and model-specific regressions. None of the soft edges look like safe duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the reports do not share one underlying bug or fix path, so this is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the strongest representative of the cluster\u2019s dominant theme (v5 loading/state handling regressions) and has a broad, concrete failure mode that is easier to anchor than the narrower model-specific reports.", + "best_issue_reason": "If a representative issue is needed, issue 43950 is the strongest broad regression report (from_pretrained / buffer handling), but it only represents a small slice of this mixed set and should not be treated as the cluster\u2019s canonical target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: tied lm_head weights in Mistral3 multimodal generation vs an accuracy regression in DeepSeek after a version upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: bfloat16 dtype mismatch in inference vs save_pretrained/tokenization failure in Wav2Vec2." + }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both involve loading/import behavior, but one is an import-name failure and the other is meta-device loading breaking some models; different code paths and different underlying bugs." + "reason": "Different code paths and symptoms: missing flash-attention import symbol vs meta-device loading breakage." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated issues: flash_attention crash on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Custom multimodal processor/tokenizer regression vs batched video shape bug; both touch processors but the failures are unrelated." + "reason": "Different APIs and bugs: processor.tokenizer/images regression vs video processor batched-shape bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma 4 text-only mm_token_type_ids defaulting." + "reason": "Different multimodal model issues: Qwen3OmniMoe video processing error vs Gemma 4 missing mm_token_type_ids default." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma 4-related, but one is a missing default for text-only fine-tuning and the other is a device mismatch during forward; separate bugs." + "reason": "Different failures in different models: token type ID defaulting vs device_map auto PLE device mismatch." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs return_tensors being ignored when text_kwargs is passed; similar API surface, but different behaviors and fixes." + "reason": "Different subsystems: custom model processor/tokenizer regression vs offloading/quantization behavior." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Processor/tokenizer regression vs quantization/offloading behavior; no shared concrete code-path failure." + "reason": "Different tokenizer problems: LayoutLMv2 NER/padding crash vs return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device placement bug vs return_tensors propagation bug; different subsystems and not the same defect." + "reason": "Device placement bug in Gemma4 vs a tokenizer argument-handling bug; no shared underlying fix." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "One is processor/tokenizer regression, the other is a model/processor input-size mismatch; not the same underlying bug." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video batch shape bug and tensor-parallel OOM on a large model are unrelated." + "reason": "Different multimodal processing bugs: processor/tokenizer regression vs OmDet-Turbo image-size mismatch." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Import-time backend mapping KeyError for flash_attn on Python 3.13 is not the same as tensorflow_text backend validation." + "reason": "Unrelated import/configuration issues: flash_attn key error on Python 3.13 vs BACKENDS_MAPPING rejecting tensorflow_text." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a Qwen3.5 output_hidden_states bug." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "Bamba torch.compile/SDPA issue and DeepSpeed ZeRO-3 gradient blow-up are distinct training/runtime problems." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig missing pad_token_idx after 5.0 update and loading a specific model failing on transformers>=5.1 are different loading regressions." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec/regression handling." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Both are model-loading regressions, but one is a missing config attribute and the other is meta-device loading breakage; not the same bug." + "reason": "Different generation/model bugs: update_model_kwargs_for_generation after sync_gpus vs Qwen3.5 output_hidden_states regression." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different missing symbols/models; same general area, not the same underlying failure." + "reason": "Both are import errors, but for different missing symbols and different models; not the same bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path warning and SigLIP2 HF-vs-JAX discrepancy are unrelated." + "reason": "Local-path import warning vs SigLIP2 parity discrepancy; unrelated problems." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "State-dict serialization inconsistency and LoRA merge collapse with extended vocab are different weight/tied-embedding problems." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to return_tensors handling in processor kwargs." + "reason": "Both touch weights, but one is serialization of tied lm_head.weight and the other is LoRA merge collapse with extended vocab; not the same code-path fix." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Both are CI/tokenizer-related but one is BigBirdTokenizer special-token registration and the other is a stale GraniteSpeech device override test." + "reason": "Different issues: BigBirdTokenizer special-token registration vs a GraniteSpeech CI test flake." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and JAX/HF implementation discrepancy are related only at a very broad model-family level, not the same concrete bug." + "reason": "Related model family, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; too little evidence they share one exact bug." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + "reason": "Documentation example errors vs tokenizer argument handling; unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype mismatch during evaluate and Qwen3 MoE memory usage are different training/runtime issues." + "reason": "Different regressions: embedding dtype changes during eval vs memory usage during Qwen3 MoE training." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Qwen2.5-VL video position IDs vs FP8 inference failing on B200." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call messages are separate apply_chat_template failures." + "reason": "Same API surface, but different concrete bugs: all-zero assistant masks vs crash on tool-call messages with no content." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space detokenization bug and embedding reinitialization after resize are unrelated tokenizer/model-init issues." + "reason": "Tokenizer spacing after added tokens vs embedding reinitialization in post_init; unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are distinct problems." + "reason": "Different models and failure modes: FineGrainedFP8Config load failure vs missing Qwen2.5-VL import symbol." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and CLIP text-model structure inconsistency are different loading/model-API regressions." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file/from_pretrained loading breakage and stale config.dtype after from_config(dtype=...) are not the same bug." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Qwen3-VL pad_token_id missing and Llama4Config pad_token_id missing are similar-shaped config errors, but they are model-specific and not clearly the same underlying fix." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and DeepSeek Coder detokenization regression are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate default bug and batched video shape bug are different processor behaviors." + "reason": "Both involve loading/model structure, but one is non-persistent buffer corruption and the other is CLIP text model structure inconsistency; not the same fix." } ] }, @@ -8687,38 +8599,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:29942", "issue:32090", "issue:37428", "issue:38175", "issue:41720", - "issue:43278", + "issue:43262", + "issue:43334", "issue:43335", "issue:43388", "issue:43425", - "issue:43504", + "issue:43450", + "issue:43452", + "issue:43525", "issue:43526", "issue:43550", "issue:43606", - "issue:43611", "issue:43653", "issue:43819", - "issue:43825", + "issue:43824", "issue:43827", "issue:43901", - "issue:43931", + "issue:43975", "issue:44112", "issue:44206", "issue:44442", - "issue:44448", "issue:44479", "issue:44561", "issue:44610", - "issue:44743", "issue:44792", - "issue:44855", "issue:44857", "issue:44898", "issue:45083", @@ -8739,238 +8650,224 @@ "issue:46512" ], "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43262|issue:43450", "issue:44442|issue:45198", - "issue:44898|issue:45412", - "issue:43819|issue:44112", "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44898|issue:45412", "issue:44479|issue:46192", - "issue:45200|issue:45325", "issue:43827|issue:43901", - "issue:43388|issue:43526", + "issue:45200|issue:45325", "issue:44561|issue:46234", "issue:44610|issue:44857", + "issue:43388|issue:43526", "issue:43335|issue:43550", "issue:41720|issue:46209", "issue:43819|issue:45083", "issue:44857|issue:45593", - "issue:44206|issue:45584", "issue:45759|issue:46285", - "issue:38175|issue:45412", + "issue:44206|issue:45584", "issue:45520|issue:46170", "issue:43606|issue:45083", + "issue:38175|issue:45412", "issue:43335|issue:43653", "issue:29942|issue:32090", "issue:43550|issue:44112", - "issue:37428|issue:43425", - "issue:43611|issue:43931", - "issue:44448|issue:44743", - "issue:45759|issue:46512", - "issue:43335|issue:43504", - "issue:44855|issue:45083", - "issue:43278|issue:43825" + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "0e3ce93ccbb5e85ad77875f2df2b57fb319119ba9c03dc140302508bda67ea2f", + "prepared_review_unit_hash": "e78e4aa510670d96b9df0b8dddeaae4cdb29a96bf2f6124aaa46e40e1a9f051f", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36699, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35516, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span many unrelated model, tokenizer, generation, import, and compatibility bugs. The soft-similarity pairs mostly share only a broad subsystem theme, not the same concrete failure mode, so no duplicate merges are justified.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous. The soft pairs mostly share superficial keywords (models, tokenizers, configs, CI, flash attention) but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43824 is the strongest representative here: it reports a concrete import regression, has the most discussion/inbound references among the set, and describes a clear user-facing failure.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43824 is the best overall issue candidate in this heterogeneous cluster because it is specific, reproducible, and high-signal compared with the other more disparate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different problems: gguf / from_pretrained loading failure versus stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different models and failures: missing Qwen2_5_VL symbol import versus DeepSeek detokenization regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different model families and likely different fixes; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and code paths: audio chat-template sampling rate versus batched video processor output shape." + }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both concern speech/tokenizer loading, but one is AutoTokenizer failing on FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save_pretrained/tokenization failure; different code paths." + "reason": "Both are tokenizer-related, but one is FastSpeech2Conformer loading and the other is Wav2Vec2 save/tokenization behavior." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Perceiver non-default resolution/interpolation bug vs RT-DETR memory not being released; unrelated failures." + "reason": "Different generate-related issues: Janus image generation test failure versus stale warning for num_return_sequences." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC.from_latents missing STE behavior is a model implementation bug; GraniteSpeech stale device override is a CI/test regression in a different area." + "reason": "Unrelated: DAC latent/STE mismatch versus GraniteSpeech CI device-override test flakiness." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Janus image-generation test failure and paged-generate stale warning are different generation issues with different triggers." + "reason": "Different bugs: Perceiver non-default resolution failure versus RT-DETR memory not being released on deletion." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Qwen VL video-input regression and return_tensors being ignored with text_kwargs are unrelated API bugs." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index temporal scaling are distinct multimodal preprocessing issues." + "reason": "Video input regression for Qwen VL models versus return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is about pipeline removal in v5 and the other is TextClassificationPipeline return_all_scores docs; not the same bug." + "reason": "Both are docs issues, but they concern different APIs and different stale references." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Gather-for-metrics label truncation in the last batch is separate from BeitImageProcessorFast reduce_labels returning only one label." + "reason": "Different Qwen2.5-VL issues: missing/default mm_token_type_ids versus incorrect rope position scaling." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils symbol removals." + "reason": "Both involve missing import_utils helpers, but they are different functions and separate regressions." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet processor size mismatch and LwDetrImageLoss AMP crash affect different models and different code paths." + "reason": "Different components: OmDet-Turbo preprocessing size mismatch versus LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but one is gather_for_metrics batch truncation and the other is BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Bamba torch.compile + SDPA failure." + "reason": "Config construction bug versus torch.compile/SDPA runtime failure; not the same underlying issue." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime failures, but one is Qwen3 auto device mapping cuda assert on A800 and the other is FP8 inference failure on B200; different problems." + "reason": "Different hardware/model failures: Qwen3 auto device mapping on A800 versus FP8 inference on B200." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are different implementations with no shared failing path." + "reason": "Different helper/code paths: DAC latent mismatch versus qwen3_omni_moe feature-length calculation behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetrImageLoss AMP crash and D-FINE auxiliary-loss omission are unrelated model training bugs." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "LasrFeatureExtractor unsupported center arg and Whisper empty transcription after align_special_tokens are separate regressions." + "reason": "Different training-loss bugs: AMP/CUDA crash versus auxiliary losses not used when denoising is off." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "AutoModelForCausalLM.from_config text_config unwrapping is a config-construction bug; CLIP text model structure inconsistency is a different API break." + "reason": "Different multimodal model-structure problems: Qwen composite config unwrapping versus CLIP text-model structure inconsistency." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Siglip2 zero-probabilities and RT-DETR memory leak are unrelated model issues." + "reason": "Different failures: unsupported center arg in a feature extractor versus Whisper empty-transcription generation after token alignment." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError and Windows AMD ROCm torch.distributed import/type errors are separate compatibility issues." + "reason": "Separate platform/import problems: flash_attn lookup on Python 3.13 versus Windows ROCm torch.distributed dependency issues." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small and qwen3_omni_moe helper length behavior are unrelated." + "reason": "Unrelated: CPU-offload device mismatch in bark-small versus qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Siglip2 zero probabilities versus RT-DETR memory retention after deletion." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug do not share the same underlying defect." + "reason": "Different subsystems: SwitchTransformers sparse-layer config bug versus BigBirdTokenizer special-token registration." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType TypeError are different failing areas and code paths." + "reason": "Different failures: Flash Attention 2 test breakage versus Trainer _gpu_broadcast_one NoneType type error." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override CI failure are unrelated." + "reason": "Different scope: Bamba torch.compile/SDPA failure versus a stale GraniteSpeech CI test." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing _flash_supports_window_size import is a specific symbol regression; Torch 2.10 incompatible is a broad version-compatibility report." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "Base_model_prefix loading break and Qwen3-VL weight-shape mismatch are both loading problems, but they stem from different model/config issues." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Pegasus v4/v5 output differences and qwen3_5 recurrent-state reset are unrelated model behavior bugs." - }, - { - "left": "issue:45759", - "right": "issue:46512", - "accept": false, - "reason": "Both involve from_config, but one is text_config unwrapping for multimodal configs and the other is stale config.dtype after dtype construction; different defects." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug and Beit pretrained preset legacy-field loading bug are unrelated." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "DebertaV2Model Python 3.13 IndentationError and qwen3_omni_moe helper-length behavior have no shared code path." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype drifting between train/eval and a pipeline error-message regression are unrelated issues." + "reason": "Different import/version problems: missing _flash_supports_window_size versus generic Torch 2.10 incompatibility." } ] }, @@ -8992,12 +8889,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:26413", - "issue:28218", + "issue:28282", "issue:29127", - "issue:31501", "issue:32090", "issue:33357", "issue:34689", @@ -9005,26 +8900,27 @@ "issue:37428", "issue:39692", "issue:42490", + "issue:43278", "issue:43335", + "issue:43504", "issue:43526", "issue:43606", - "issue:43701", + "issue:43611", "issue:43720", "issue:43819", + "issue:43825", "issue:43854", + "issue:43931", "issue:44112", - "issue:44206", "issue:44351", - "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44561", - "issue:44617", + "issue:44743", "issue:44779", + "issue:44855", "issue:44857", - "issue:45072", "issue:45083", "issue:45127", "issue:45200", @@ -9035,256 +8931,242 @@ "issue:45478", "issue:45588", "issue:45593", - "issue:45823", + "issue:45759", "issue:45859", "issue:46234", "issue:46326", "issue:46431", - "issue:46566", - "issue:46697" + "issue:46512", + "issue:46566" ], "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", "issue:43720|issue:44112", + "issue:43278|issue:43825", "issue:29127|issue:32090", "issue:43335|issue:45083", - "issue:37428|issue:44351", - "issue:44514|issue:44521", "issue:43335|issue:44112", + "issue:37428|issue:44351", "issue:43335|issue:45593", + "issue:44514|issue:44521", "issue:45588|issue:45859", + "issue:34689|issue:35141", "issue:45127|issue:45245", "issue:46431|issue:46566", - "issue:34689|issue:35141", - "issue:45200|issue:45588", "issue:45290|issue:46326", "issue:42490|issue:43854", - "issue:43819|issue:44493", + "issue:45200|issue:45588", "issue:45310|issue:45478", - "issue:45459|issue:46234", - "issue:26413|issue:31501", - "issue:39692|issue:43526", - "issue:43606|issue:44857", + "issue:43819|issue:44493", "issue:44448|issue:44779", - "issue:44617|issue:46697", - "issue:39692|issue:44493", - "issue:28218|issue:32090", - "issue:44206|issue:45823", - "issue:44857|issue:45072", - "issue:43701|issue:45083", - "issue:44360|issue:44561", - "issue:32090|issue:33357" + "issue:39692|issue:43526", + "issue:45459|issue:46234", + "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "44a9705d3fd3a84167d9ce589c0567171dd4898751307213679245c6de95af4b", + "prepared_review_unit_hash": "23e51a7a4a4e588a8aa420846908734ba653a1868c7313fc4be96c179a773747", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36496, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35629, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only the identically titled Qwen3.5 MoE `from_pretrained` pair looks like a true duplicate. The other soft edges mostly connect issues with different titles that point to different models, components, or error types, so they should stay rejected on title-level evidence alone.", + "summary": "This cluster is mostly a set of unrelated issue reports with similar wording. I found one clear duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` errors. No pull requests are present.", "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report in the exact-title duplicate pair and has the same Qwen3.5 MoE `from_pretrained` error framing as issue:45478.", + "canonical_issue_reason": "issue:45310 is the earliest exact-match report for the Qwen3.5 MoE `from_pretrained` failure; issue:45478 is a later duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it is the earliest, clearest exact duplicate target among the pair with matching title/substance.", + "best_issue_reason": "issue:45310 is the cleanest duplicate anchor in the set because it exactly matches issue:45478 and is the earlier report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "The titles describe different failures in different contexts: BitNet packed-weights loading vs GraniteSpeech stale device override." + "reason": "Different failures: missing PyTorch ImportError vs MacOS bus error on a community CLIP model." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Different title-level problems: LayoutLMv3 error-message clarity vs Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Both are model-loading problems, but they involve different root causes and models." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and qwen3_omni_moe feature-length helper issue are different titles and components." + "reason": "Pegasus output drift vs Qwen3.5 recurrent-state reset are different code paths and bugs." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45759", + "right": "issue:46512", "accept": false, - "reason": "Both are import-related, but the titles reference different missing names and different modules." + "reason": "Different issues: missing `text_config` unwrapping vs stale `config.dtype` after `from_config(dtype=...)`." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "One title is a batched chat-template crash with `padding=False`; the other is all-zero assistant masks for multimodal inputs." + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "The titles point to different model/configuration failures, so they do not look like the same bug." + "reason": "Python 3.13 import parsing error vs helper output-length behavior in `qwen3_omni_moe`." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Different titles: SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss behavior." + "reason": "Both are CI-related, but one is BitNet packed-weight loading and the other is a stale GraniteSpeech device override test." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "The titles describe different flash/offload failures: `s_aux=None` AttributeError vs CPU-offload incompatibility." + "reason": "Embedding dtype mismatch during eval is unrelated to a pipeline error message about translation tasks." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "LoRA merge / tied-embeddings collapse and category-count limit are unrelated at the title level." + "reason": "LayoutLMv3 box-validation messaging and `_gpu_broadcast_one` NoneType handling are different bugs." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Missing chat template and weights staying on `meta` are different loading/template problems." + "reason": "Config creating a sparse layer and a helper length-calculation issue are not the same underlying defect." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "The titles describe different model-loading/post-init issues with different symptoms." + "reason": "Different model areas and failure modes; one is config logic, the other is a CI regression." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` handling and flash_attention `s_aux` crash are different title-level issues." + "reason": "Both are import-related, but one is a missing internal symbol and the other is `HybridCache` export/import availability." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Both involve chat templates, but the titles describe different crashes: tool-call content handling vs `continue_final_message` on mistral_common tokenizers." + "reason": "Sparse-layer config bug and missing auxiliary losses in D-FINE are unrelated." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7-Flash loading failure are different titles and scenarios." + "reason": "Both involve chat templates, but one is batched padding crash and the other is zero assistant masks for multimodal inputs." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "DAC `from_latents` / forward mismatch and unexpected position-id keys are different model behavior reports." + "reason": "Flash-attention `s_aux=None` crash and Qwen3_5 rotary embedding CPU-offload incompatibility are separate defects." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5 MoE `from_pretrained` error reported twice with matching title and substance." + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resizing are different bugs." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer protobuf error handling and missing `is_falcon_mamba_ssm_available` helper are unrelated titles." + "reason": "LoRA merge collapse with extended vocab is unrelated to the 2^24 category limit runtime error." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and FineWeb training-start failure are different training issues." + "reason": "Missing chat template support in a processor and DiffusionGemma weights staying on meta are unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "SigLIP2 documentation example errors and BEiT `reduce_labels` behavior are different titles and components." + "reason": "Tool-call assistant-content crash and `continue_final_message` behavior for mistral_common are distinct chat-template issues." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "CPU offload device mismatch for bark-small and LwDetrImageLoss AMP CUDA crash are different failure modes." + "reason": "A local-path trailing-slash warning is not the same as a GLM-4.7 loading failure in unit tests." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer regression are different model/tokenizer titles." + "reason": "Gemma 4 token-type defaults and flash-attention `s_aux` handling are unrelated." }, { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated title-level problems." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE `from_pretrained` failure; the later issue is a duplicate of the earlier report." }, { - "left": "issue:39692", + "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Documentation example errors and unexpected position-id keys are different issues by title." + "reason": "DAC `from_latents` mismatch and unexpected position-id keys are different model behaviors." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer added-space behavior and Trainer NoneType broadcast error are different title-level failures." + "reason": "Pegasus v4/v5 output drift and DeepSeek tokenizer regression are different components." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated titles." + "reason": "SigLIP2 documentation/example errors and BEiT `reduce_labels` bug do not share the same underlying issue." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Float16 AMP CUDA crash and bfloat16 dtype mismatch are different inference problems." + "reason": "Tokenizer decode-error masking and missing `is_falcon_mamba_ssm_available` export are unrelated." }, { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "`resume_from_checkpoint` key mismatch and qwen3_omni_moe helper behavior are different titles." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer discussion and `is_torch_fx_available` removal breakage are unrelated title-level issues." - }, - { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Trainer NoneType GPU broadcast and CLIP bus error on macOS are different failures and platforms." + "reason": "CPU offload device mismatch in Bark and float16 AMP crash in LwDetr are different failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issue:45310 / issue:45478 is well supported, but many soft-edge reasons go beyond the packet and assert specific root causes or fixes that are not visible here (for example, references to packed-weight loading, stale device overrides, D-FINE auxiliary-loss behavior, etc.). The verdicts should stay at the title-level evidence and be more cautious. Because the writeup overstates evidence in several places, I can\u2019t accept it." + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, and the only clear duplicate pair in the provided set is issue:45310 / issue:45478, which do share the same title and bug description. The soft-edge rejections are conservative overall and do not overclaim mergeability or duplication." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9300,15 +9182,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", + "issue:26413", "issue:27957", + "issue:28218", "issue:29942", + "issue:31501", "issue:32090", - "issue:33290", "issue:33357", "issue:34689", "issue:35141", @@ -9316,7 +9199,6 @@ "issue:38175", "issue:39692", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", "issue:43278", @@ -9325,272 +9207,258 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43873", + "issue:43701", "issue:43927", - "issue:43976", + "issue:44206", + "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", - "issue:44568", + "issue:44617", "issue:44779", "issue:44855", "issue:44857", "issue:44977", + "issue:45072", "issue:45083", "issue:45229", "issue:45290", "issue:45381", - "issue:45440", - "issue:45491", "issue:45588", "issue:45698", "issue:45823", "issue:45920", "issue:46192", "issue:46399", - "issue:46655" + "issue:46655", + "issue:46697" ], "soft_pairs": [ + "issue:26413|issue:31501", + "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:44360|issue:44561", + "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:38175|issue:44493", "issue:43550|issue:45083", "issue:29942|issue:35141", "issue:27957|issue:34689", - "issue:45920|issue:46192", "issue:43278|issue:43329", + "issue:45920|issue:46192", "issue:44448|issue:44977", "issue:40444|issue:43526", "issue:45290|issue:45381", + "issue:43278|issue:43381", "issue:44977|issue:45229", - "issue:44855|issue:46399", "issue:10000|issue:15354", - "issue:43278|issue:43381", - "issue:44857|issue:45588", + "issue:44855|issue:46399", "issue:43927|issue:45698", + "issue:44857|issue:45588", "issue:45290|issue:46655", "issue:37428|issue:42175", - "issue:44561|issue:44779", - "issue:32090|issue:33290", - "issue:43873|issue:45229", - "issue:25251|issue:32090", - "issue:44448|issue:44466", - "issue:43976|issue:45440", - "issue:42490|issue:43873", - "issue:45588|issue:45823", - "issue:44568|issue:45491", - "issue:41720|issue:45229", - "issue:43278|issue:43575", - "issue:33357|issue:39692" + "issue:44561|issue:44779" ], - "prepared_review_unit_hash": "fec4533ac33c0580bc7e2277e90d86c0deb4a248a2306f5b60f75035ecf2cc91", + "prepared_review_unit_hash": "e68db3c7b4376e35a30159504df806f863f970bc3d849c5267b051698cc13bff", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36902, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "soft_pair_count": 28, + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the titles point to distinct code paths and symptoms across tokenizers, loading, attention, device placement, and serialization. I would not collapse any of the candidate pairs.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45698 is the strongest representative of the set: it is open, highly discussed, has multiple inbound references, and describes a concrete save/load regression with a reproducible failure mode.", + "summary": "These items are mostly unrelated issue reports that only share weak lexical similarity (training, tokenizer, FlashAttention, save/load, etc.). I found no pair that clearly describes the same underlying bug or fix, so no soft-edge duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the broadest, highest-impact regression report in the set, with multiple affected models and broad tokenizer fallout; it is the least niche representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global issue candidate because it has the highest activity signal and a broadly relevant from_pretrained/save_pretrained regression, making it a plausible anchor if one had to pick a single issue.", + "best_issue_reason": "Issue 45920 is the strongest standalone issue to anchor the cluster because it has broad scope, clear user impact, and relatively high activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Local path trailing-slash warning and tensor-parallel OOM are unrelated failure modes." + "reason": "Both are training-startup failures, but the described failure modes are different and not clearly the same bug." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id key warnings are different bugs." + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are unrelated code paths." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "One is a SigLIP2 docs/example problem; the other is a position-id regression across models." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Flash Attention 2 test failures and output embedding reinitialization are separate model-loading/training issues." + "reason": "CUDA OOM for Sam3Video and over-padding in Swin2SR are different model/processor bugs." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different problems." + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are distinct failures." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer ID regression across multiple models is unrelated to return_tensors being ignored with text_kwargs." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Embedding dtype drift in evaluate and missing video-token helper variables are unrelated." + "reason": "Both mention dtype-related crashes, but they affect different modules and concrete failure paths." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Pegasus v4/v5 output mismatch and Qwen3.5 flash-attention generation failure do not share a concrete code path." + "reason": "A missing ReLU in the DSA indexer and a removed utility breaking trust_remote_code are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable dataset failure and BeitImageProcessorFast label reduction are different processor bugs." + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are different runtime issues." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue affect different pipeline stages." + "reason": "Local-path import warning and tensor-parallel OOM are not the same bug." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 is not the same as Gemma4 multi-GPU CUDA OOM." + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are unrelated." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Both mention decorators, but one is a JIT parsing/import problem and the other is a missing decorator on a registration function." + "reason": "torch.compile/SDPA failure and feature-extractor output-length behavior do not describe the same code defect." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "DistilBert model issue and torch.jit.script GeneratorExp export failure are unrelated." + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are unrelated." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "BF16-to-FP32 dtype change and gradient checkpointing in eval mode are different behaviors." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model loading are different issues." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash_attention.py handling of s_aux=None." + "reason": "A dtype drift between train/eval and an undefined video-token helper are different bugs." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Lost custom token IDs after save/load and wrong custom module loading after save_pretrained are not the same bug." + "reason": "Tokenizer ID regression and return_tensors being ignored are separate API problems." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Chat-template tool-call crash and SmolVLM video padding calculation bug are different issues." + "reason": "A v4-v5 output difference for Pegasus and a Qwen3.5 flash-attention generation issue are unrelated." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Flash-attention utility import failure and missing TensorFlow backend in torch-only install are unrelated packaging/import problems." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast label reduction are different failures." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to DeepSeek tokenizer regression." + "reason": "Chat-template tool-call handling and qwen2.5-vl video position IDs are separate multimodal issues." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "NoneType broadcast error in Trainer and Adafactor/deepspeed OOM are distinct distributed-training failures." + "reason": "Eval-mode gradient checkpointing and train/eval dtype changes are not the same underlying problem." }, { - "left": "issue:43873", + "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading not working and Gemma4 multi-GPU CUDA OOM are both memory-related but not the same underlying bug." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType error are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Pegasus output differences across versions and lm_head.weight serialization inconsistency are separate regression surfaces." + "reason": "Flash-attention generation behavior and Gemma4 multi-GPU OOM are different symptoms and code paths." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Python-version incompatibility in Transformers 5.1.0 and DeepseekV3MoE divergence from remote implementation are unrelated." + "reason": "German DistilBertModel issue and ViT torch.jit generator-expression export failure are unrelated." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Local path import warning and quantization offloading behavior are different subsystems." + "reason": "Python 3.13 decorator/comment parsing and missing flash-kernel decorator registration are distinct import/runtime issues." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Flash-attention s_aux=None crash and device_map auto forward device mismatch are different concrete failures." + "reason": "Custom token IDs lost on save/load and wrong custom module loading are both serialization-related, but not the same bug." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "mDeBERTa BOS/EOS token insertion regression and Gemma3 NaN embeddings are unrelated tokenizer/model bugs." + "reason": "AMP float16 crash in LwDetrImageLoss and flash_attention s_aux=None crash are different failures." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different GPU execution problems." + "reason": "Tool-call chat templating and video padding in SmolVLM are unrelated." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Training/eval embedding dtype mismatch and tensor-parallel OOM are unrelated." + "reason": "Missing flash-attention helper import and missing TensorFlow backend installation are unrelated packaging/import issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation errors are not the same issue." + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regressions are different root causes." } ] }, @@ -9612,320 +9480,305 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:27957", + "issue:25251", "issue:29127", "issue:29942", "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", "issue:34567", - "issue:35141", + "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", - "issue:43065", - "issue:43066", + "issue:43278", "issue:43381", "issue:43412", - "issue:43421", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43994", + "issue:43873", + "issue:43976", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44387", "issue:44442", - "issue:44462", + "issue:44448", + "issue:44466", "issue:44479", + "issue:44568", "issue:44743", "issue:44871", "issue:44977", "issue:45198", - "issue:45245", + "issue:45229", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", "issue:45588", - "issue:45593", "issue:45712", "issue:45803", + "issue:45823", "issue:46121", - "issue:46369", "issue:46693" ], "soft_pairs": [ - "issue:29127|issue:34567", - "issue:45372|issue:45588", - "issue:44977|issue:45563", + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44568|issue:45491", "issue:43381|issue:43701", - "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:29127|issue:34567", "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:45372|issue:45588", "issue:43653|issue:44743", "issue:44186|issue:45198", - "issue:43412|issue:45588", "issue:44361|issue:45198", "issue:43611|issue:46121", "issue:42915|issue:42994", + "issue:43412|issue:45588", "issue:45372|issue:45406", "issue:45459|issue:45712", "issue:29942|issue:30064", - "issue:44206|issue:44479", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:45372|issue:45459", + "issue:44206|issue:44479", "issue:45491|issue:46693", - "issue:43065|issue:45412", - "issue:43065|issue:43994", - "issue:29127|issue:33357", - "issue:45245|issue:45563", - "issue:44265|issue:45198", - "issue:27957|issue:29942", - "issue:43066|issue:44462", - "issue:43575|issue:43701", - "issue:45440|issue:45593", - "issue:43994|issue:45412", - "issue:29127|issue:35141", - "issue:45412|issue:46369", - "issue:42490|issue:43381", - "issue:43421|issue:45491", - "issue:43575|issue:44387" + "issue:45372|issue:45459", + "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "a1774d920bc8dca20fb827b084c5baffd2cab473db410c83d5255b97b177491f", + "prepared_review_unit_hash": "850ae6e54210f1b6256e4302e547aea3b46dc0faaa53fe696e81a480756d4bc4", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38210, - "estimated_input_tokens": 9553, - "estimated_eval_tokens": 19362 + "soft_pair_count": 32, + "serialized_chars": 37417, + "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 a loose collection of unrelated issues across tokenizers, model loading, quantization, generation, and processor behavior. None of the soft pairs look like the same underlying bug, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out because the issues span different models and failure modes; they are not duplicates of one another.", + "summary": "This cluster is mostly heterogeneous: the titles point to unrelated bugs across tokenizers, Gemma/Qwen, quantization, audio/vision, and trainer internals. None of the soft pairs look like the same underlying bug or change; the apparent similarity is mostly broad subsystem overlap.", + "confidence": 0.69, + "canonical_issue_reason": "No strong duplicate nucleus is visible from the titles alone. If one issue must anchor the cluster, issue 43873 is the broadest and most active report here (quantization/offloading, open, with high discussion/inbound refs), so it is the most plausible canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33357 is the strongest standalone issue in this set: it is a concrete runtime crash, well-discussed, and severity is high. It is still not a duplicate match for the other items.", + "best_issue_reason": "Issue 43873 is the best representative issue because it is broad, currently open, and has the most evidence of being a live, discussion-heavy bug rather than a narrow one-off report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated bugs in different code paths." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma processor import failure and flash-attention s_aux=None crash are different subsystems and symptoms." - }, - { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a stale warning in paged generate() unrelated to generation correctness." + "reason": "Trainer _gpu_broadcast_one NoneType error and Adafactor+DeepSpeed OOM are different failure modes with no concrete shared code path." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer/runtime issues." + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is Gemma4 multi-GPU CUDA OOM; different bug surfaces." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are not the same bug." + "reason": "Pipeline top_k nesting output change is unrelated to Trainer broadcast errors." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are unrelated model-specific problems." + "reason": "Both are v5 output/serialization regressions, but one is Pegasus generation output drift and the other is lm_head.weight serialization; not the same code-path bug." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state bugs." + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Both are tokenizer issues, but they affect different models and failure modes; no shared underlying defect is evident." + "reason": "Trailing-slash import warning is a loading-path issue, not the quantization/offloading bug described in 43873." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Gemma3n execuTorch export failure and flash_attention.py s_aux=None crash do not share a concrete code path." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime failures." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model bugs." + "reason": "Embedding dtype drift in eval and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different problems." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "base_model_prefix loading regression and rope-validation TypeError are unrelated configuration-handling problems." + "reason": "Different models and symptoms: Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "FineGrainedFP8Config load failure and quantized model saving failure are different quantization workflows with different breakages." + "reason": "MacOS bus error on CLIP is not the same bug as SigLIP2 documentation example errors." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Both involve Gemma 4, but one is an import-time processor loading failure and the other is a serve-time missing attribute crash; not the same bug." + "reason": "mdeberta add_special_tokens behavior and Gemma3 NaN embeddings are unrelated tokenizer vs attention/embedding bugs." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer protobuf exception masking and leftover dummy classes are unrelated maintenance issues." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch do not share the same underlying defect." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different modules and failure modes." + "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning for num_return_sequences." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video regression are unrelated input-processing bugs." + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen updates are unrelated trainer/layout issues." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model implementation discrepancies." + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are different bugs." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "BigBirdTokenizer decode/special-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are distinct tokenizer/model issues." }, { "left": "issue:45372", - "right": "issue:45459", + "right": "issue:45588", "accept": false, - "reason": "Gemma processor import breakage and protobuf decode-error masking affect different layers and are not duplicates." + "reason": "Gemma4 processor import failure and flash_attention.py s_aux=None crash are both Gemma4-adjacent but target different layers and symptoms." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Gemma3 NaN embeddings from sliding-window attention and FA2 long-context performance regression are not the same defect." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated model/component issues." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different tokenizer paths." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Sam3PixelDecoder placeholder layer and SigLIP2 nonsensical outputs are different bugs with no shared code path shown." + "reason": "MLukeTokenizer AttributeError on tasks is not the same failure as Wav2Vec2 save_pretrained/tokenization issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP bus error on macOS are clearly unrelated." + "reason": "base_model_prefix loading break and convert_rope_params_to_dict TypeError are unrelated API/validation bugs." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Category-count runtime error and stale paging warning are different generation/runtime behaviors." + "reason": "Both involve quantization, but one is Qwen3Moe+FineGrainedFP8Config failure and the other is quantized model saving failure; different code paths." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "torch.export failures around torch_compilable_check are unrelated to Wav2Vec2 save/tokenization problems." + "reason": "ExecuTorch export failure and flash-attention s_aux=None runtime crash are separate problems." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and generic FA2 test failures are not the same concrete bug." + "reason": "Gemma4 processor loading import error and serve-time missing _tokenizer attribute are related to Gemma4 but not the same concrete bug." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are different tokenizer-loading regressions." + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "TP load OOM for Qwen2-57B and checkpoint key mismatch are unrelated issues." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model-specific bugs." + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3 implementation divergence are different model-specific bugs." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model inference vs memory-management problems." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer issues." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Trailing-slash local-path import warning and gradient-checkpointing eval-mode failure are unrelated behaviors." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "TokenizersBackend post-processor update bug and Gemma3 NaN embeddings are unrelated tokenizer vs attention bugs." + "reason": "Gemma3 NaN embeddings on mixed-length batches and FA2 long-context performance regression are both long-context/FA2 themed, but one is a correctness failure and the other is a performance regression." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "TP load OOM for a specific model and increased reserved memory under int4 quantization are different memory issues with different causes." + "reason": "LayoutLMv3 box-information error messaging and CLIP bus error on MacOS are unrelated." } ] }, @@ -9947,290 +9800,310 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", "issue:33290", "issue:34567", "issue:34689", "issue:35141", - "issue:42175", "issue:42490", "issue:42915", - "issue:43262", + "issue:43065", + "issue:43066", "issue:43334", "issue:43381", + "issue:43421", "issue:43526", "issue:43531", - "issue:43611", - "issue:43646", - "issue:43720", + "issue:43575", + "issue:43701", "issue:43761", "issue:43824", "issue:43873", "issue:43931", "issue:43994", - "issue:44077", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", + "issue:44387", "issue:44442", - "issue:44514", - "issue:44743", - "issue:44811", - "issue:44898", - "issue:44977", - "issue:45003", + "issue:44462", "issue:45072", + "issue:45198", "issue:45245", "issue:45250", - "issue:45381", + "issue:45412", "issue:45440", + "issue:45491", + "issue:45563", "issue:45588", + "issue:45593", "issue:45600", "issue:45834", "issue:45859", "issue:46121", - "issue:46234", "issue:46369", "issue:46399", "issue:46640", "issue:46693" ], "soft_pairs": [ + "issue:45245|issue:45563", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:43575|issue:44387", "issue:44442|issue:45072", "issue:43526|issue:45834", "issue:42915|issue:43931", "issue:43526|issue:46693", "issue:43824|issue:44279", - "issue:43526|issue:44186", - "issue:46121|issue:46399", - "issue:43994|issue:46369", "issue:27957|issue:29127", + "issue:46121|issue:46399", "issue:27957|issue:33290", - "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:43994|issue:46369", "issue:45250|issue:46640", + "issue:43334|issue:43531", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:43761|issue:45859", "issue:45588|issue:45600", + "issue:43761|issue:45859", "issue:33290|issue:34567", - "issue:44514|issue:45381", - "issue:43381|issue:43873", - "issue:43262|issue:44206", - "issue:43646|issue:44077", - "issue:44977|issue:45245", - "issue:44442|issue:44898", - "issue:44743|issue:44811", - "issue:34689|issue:43611", - "issue:42490|issue:44743", - "issue:45003|issue:45440", - "issue:43720|issue:44442", - "issue:42175|issue:46234" + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "101b0ba7af4905bec5c27db5f143ce791afac0cf9acb59b0e59d1cfcb3c945c2", + "prepared_review_unit_hash": "d3aa06e5c9478f83e64bccadfd665fdaf913db05f342d4d2cd569bbd1049facf", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36192, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "This cluster is mostly a loose semantic grab-bag of distinct Transformers regressions/issues; the soft pairs share broad themes at best, but not the same concrete bug or change. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue:46640 is the best umbrella issue in the set because it is the most generic, currently open Flash Attention 2 report and is the closest thing here to a central FA2-related anchor.", + "summary": "This cluster is highly heterogeneous: most links are only superficial keyword matches (Flash Attention 2, OOM, tokenizer, model loading, etc.) and do not describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45250 is the broadest Flash Attention 2 umbrella item, so it is the least-specific and most representative anchor in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:46640 is the strongest standalone representative of the only clearly recurring subtopic in the list (Flash Attention 2 / FA2 regressions), and it is broad enough to serve as the cluster anchor.", + "best_issue_reason": "Issue 45250 is the best issue anchor because it is the most generic Flash Attention 2 entry; the rest of the cluster is too mixed to justify a tighter canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Unrelated failures: tokenizer loading for FastSpeech2Conformer vs dtype mismatch in bfloat16 inference." + "reason": "Different bugs: category-limit RuntimeError vs stale generate warning." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Different model/task and symptom: BEiT Fast image-label reduction bug vs Kosmos2.5 OCR long-input index error." + "reason": "Different code paths: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Different model families and bugs: Qwen3MoE FP8 config failure vs Qwen3-VL weight-shape loading mismatch." + "reason": "Different models and failure modes; only broad vision-model overlap." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Both mention vision/image workflows, but one is a BeitImageProcessorFast label bug and the other is an FA2 long-context performance regression." + "reason": "Different export/checkpointing issue vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "Generic dependency complaint is too broad; the other is a specific Qwen2.5-VL import error." + "reason": "Model-specific FA2 support bug vs generic failing FA2 tests." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Different code paths and symptoms: BEiT fast processor label handling vs LayoutLMv2 tokenizer NER padding/truncation crash." + "reason": "OOM on tensor-parallel model load vs checkpoint key mismatch." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Rope-parameter JSON list typing bug is unrelated to Qwen3.5 kernel registration / rotary embedding crash." + "reason": "Tokenizer decoder type bug vs AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:43994", + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model logic: DeepSeekV3MoE divergence vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging vs embedding reinit regression." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning vs gradient checkpointing eval-mode restriction." + }, + { + "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Different subsystems and failures: SigLIP2 model/pipeline output issue vs SAM3 LiteText memory overflow." + "reason": "Both mention memory, but one is RT-DETR GC behavior and the other sam3-litetext OOM." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "No same bug: Flash Attention 2 support request for XLMRoberta vs LayoutLMv3 box-information error handling." + "reason": "Different subsystems: model outputs/pipeline behavior vs model memory cleanup." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Different problem domains: FA2/XLMRoberta support vs optimizer-related OOM in DeepSpeed." + "reason": "Tokenizer post-processor updates vs Gemma3 sliding-window NaNs." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Same model family, but different bugs: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + "reason": "Both are OOM-related, but one is TP load and the other int4 reserved-memory regression." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Too little evidence to treat as the same concrete bug; one is a generic FA2 title, the other is an AttributeError in flash_attention integration on sink-less models." + "reason": "Different loading/tokenizer bug vs bfloat16 dtype mismatch in inference." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Both are regressions, but one is optimizer OOM and the other is a model-loading breakage for Llama 3.2 Vision." + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "OOM in DeepSpeed with Adafactor is unrelated to embedding reinitialization during resize_token_embeddings." + "reason": "Different Qwen family issues: FP8 config failure vs weight-shape mismatch." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Different models and paths: CLIPVision hidden-states regression vs Qwen3.5 rotary embedding incompatibility with CPU offload." + "reason": "Image label reduction bug vs FA2 long-context performance regression." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to removed Sam3LiteText config references in auto_mappings." + "reason": "Specific Qwen2.5-VL import error vs generic dependency issue." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Unrelated: Flash Attention 2 model support vs LayoutLMv3 error messaging." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is wrong vision_position_ids for video input." + "reason": "ROPE validation TypeError vs missing decorator on rotary embedding registration." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is not the same bug as quantization offloading misbehavior." + "reason": "Flash Attention 2 support issue vs DeepSpeed Adafactor OOM." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to LasrFeatureExtractor passing an unsupported center argument." + "reason": "Different tokenizer/image-processor bugs with different inputs and symptoms." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "General custom initialization breakage in v5 is not the same concrete issue as patchtsmixer's optional post_init constraint." + "reason": "Different model behavior: nonsensical outputs vs memory overflow." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Flash-attention generation regression and category-count runtime limit are unrelated." + "reason": "Too generic to treat as one bug; both mention FA2 but no concrete shared failure mode." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-classification failure are different bugs." + "reason": "Qwen3-VL config attribute error vs Qwen3-MoE sliding-window issue." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Deepspeed/optimizer OOM vs model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both concern model loading regressions, but they appear to be different failures and not one concrete code-path bug." + "reason": "OOM in optimizer path vs embedding reinitialization bug." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Local-path slash import warning is unrelated to Qwen3_5 recurrent-state cache behavior." + "reason": "Flash-attention runtime crash vs auto_mappings CI breakage." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "sys.modules access safety issue is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "CLIP hidden_states regression vs CPU-offload incompatibility." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to FastSpeech2Conformer tokenizer loading failure." + "reason": "OOM in training stack vs TrainerState token-count update bug." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Packaging/backend dependency mismatch is unrelated to a missing import_utils helper for falcon mamba SSM." + "reason": "Gradient checkpointing eval-mode restriction vs quantization offload behavior." } ] }, @@ -10252,25 +10125,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", - "issue:42617", - "issue:42907", - "issue:43232", + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43262", "issue:43316", - "issue:43388", "issue:43493", "issue:43525", - "issue:43550", - "issue:43575", + "issue:43611", "issue:43643", - "issue:43701", + "issue:43646", + "issue:43720", "issue:43723", - "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -10281,247 +10149,252 @@ "issue:44079", "issue:44188", "issue:44190", + "issue:44206", "issue:44442", "issue:44479", "issue:44496", - "issue:44568", + "issue:44514", + "issue:44743", + "issue:44811", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", + "issue:44977", "issue:44987", + "issue:45003", "issue:45137", "issue:45216", + "issue:45245", "issue:45325", + "issue:45381", + "issue:45440", "issue:45479", - "issue:45698", "issue:45759", - "issue:45803", "issue:45907", "issue:46178", "issue:46234", - "issue:46291", - "issue:46506", "issue:46697" ], "soft_pairs": [ + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", "issue:43316|issue:43525", "issue:43723|issue:45479", "issue:43493|issue:43827", "issue:44077|issue:44479", - "issue:45325|issue:46697", "issue:44062|issue:45907", - "issue:43761|issue:44079", + "issue:45325|issue:46697", "issue:43873|issue:44871", + "issue:43761|issue:44079", "issue:43749|issue:43931", "issue:43931|issue:45216", - "issue:43761|issue:44188", "issue:43643|issue:44913", - "issue:44987|issue:46178", "issue:44855|issue:45137", + "issue:44987|issue:46178", "issue:43316|issue:45759", - "issue:43232|issue:43388", - "issue:44442|issue:45803", - "issue:44190|issue:44496", - "issue:42907|issue:45698", - "issue:43701|issue:46506", - "issue:42617|issue:43575", - "issue:43575|issue:43742", - "issue:44568|issue:45479", - "issue:27957|issue:32090", - "issue:25251|issue:28282", - "issue:46234|issue:46291", - "issue:43550|issue:43701" + "issue:43761|issue:44188", + "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "6f43397b80721d248ea54c1e336ed6f39f3e74ed8c1f047f2919ae462f208922", + "prepared_review_unit_hash": "7eec967297f3d663090ecf0a2326581fe922820a788173b32f2a1b3b2745e893", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36004, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated bugs in configs, loading, training, tokenizer behavior, docs, and model-specific regressions. None of the soft edges look like the same underlying issue/change.", - "confidence": 0.95, + "summary": "The candidate edges are mostly same-subsystem regressions, but none look like the same concrete bug/change closely enough to merge as duplicates. I would reject all soft edges and keep the issues separate.", + "confidence": 0.82, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest standalone candidate: it is open, has the most discussion/inbound references, and concerns a broad core API path (`from_pretrained`/`save_pretrained`) that is likely to attract duplicates.", + "best_issue_reason": "If one issue has to anchor the set, issue:43749 is the strongest standalone report: it describes a concrete loading regression, has the most discussion/reference activity, and reads like a well-formed bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Different models and different config fields: `Gemma3TextConfig` API mismatch vs missing `pad_token_id` on `Llama4Config`." + "reason": "Both involve Qwen2.5-VL, but one is a batching crash in `apply_chat_template()` and the other is incorrect video `vision_position_ids`; different failure modes and likely different fixes." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer loading regression in v5 vs a sequence-classification zero-loss bug; unrelated code paths." + "reason": "Both mention v5/custom model init, but one is a broad custom-initialization regression and the other is a specific `patchtsmixer` `post_init` rule change." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "SigLIP2 HF-vs-JAX implementation discrepancy vs docs still referencing removed pipeline APIs." + "reason": "Unrelated bugs: flash-attention generation failure versus an embedding/category cardinality error." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "`patchtsmixer` post-init validation issue vs Qwen video-input regression; different subsystems and failures." + "reason": "Both are processor/feature-extractor issues, but the first is wrong default sampling rate propagation and the second is an unsupported `center` argument crash." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Both are image/video preprocessing-related, but one is Qwen2.5-VL rope indexing and the other is Swin2SR over-padding." + "reason": "Different model families and different code paths: tokenizer loading vs image-classification interpolation behavior." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer `AddedToken` keyword conflict vs Hub helper not forwarding `revision`; not the same bug." + "reason": "Recurrent cache-state reset and Whisper `batch_decode()` special-token handling are separate bugs in different components." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "CLIPVision hidden-states regression vs `ModelOutput` key assignment bug; both output-related but distinct causes." + "reason": "Both are loading regressions, but the underlying causes are different: Llama 3.2 vision loading breakage versus `base_model_prefix` handling in v5." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Quantized offloading problem vs Gemma-3 EOS token config inconsistency; different APIs and failure modes." + "reason": "A trailing-slash local-path warning is unrelated to cache/recurrent-state behavior." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage vs a Qwen3-VL weight-shape mismatch on load; not the same issue." + "reason": "Unsafe `sys.modules[]` access and DeepSeekV3MoE divergence are unrelated bugs." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Load-time shape mismatch vs save_pretrained producing an incorrect checkpoint; opposite directions and different root causes." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated failures." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Model hidden-states bug vs attention-kernel divergence under `torch.compile`; unrelated code paths." + "reason": "Packaging/backends mismatch for TensorFlow versus a missing import-utils availability helper; not the same bug." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "`trust_remote_code` dropping config fields vs GPTNeoX `rotary_pct` not persisting on reload; both config-related but different defects." + "reason": "Both are config/API discrepancies, but they affect different models and different missing fields." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Model loading failure for a specific repo vs missing backend registration for `tensorflow_text`; distinct import/load problems." + "reason": "Tokenizer-loading regression and zero-loss sequence-classification bug are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError vs DeepSpeed ZeRO3 deque underflow; unrelated runtime failures." + "reason": "SigLIP2 implementation mismatch and docs still referencing removed `pipeline()` APIs are separate issues." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Generic Gemma config API discrepancy vs Qwen multimodal `from_config` not unwrapping `text_config`; different model families and logic." + "reason": "A `post_init` policy change for one model is not the same as the Qwen video-input regression." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Generation kwargs sync issue vs `gather_for_metrics` dropping tuple labels in the last batch; different utilities and symptoms." + "reason": "`AddedToken` constructor duplication and `list_repo_files` not forwarding `revision` are unrelated API bugs." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer class loading failure vs a bare `except` in Fuyu tensor conversion; unrelated bug locations." + "reason": "Qwen2.5-VL rope/position-id scaling and Swin2SR over-padding are different image/video preprocessing bugs." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Local dataset loading in an example script vs unrecognized `model_type` for a specific model repo; not the same problem." + "reason": "Quantization/offloading behavior and Gemma eos-token config inconsistency do not share the same root cause." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Dequantized model saving failure vs wrong custom module loaded after save/load; both save/load-themed but different root causes." + "reason": "One is a model forward-path output bug, the other is a `ModelOutput` key assignment issue; related conceptually but not the same defect." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated issues." + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "3D parallel demo script failure vs tensor-parallel OOM loading Qwen2-57B; different models and failure modes." + "reason": "A shape-mismatch load error is not the same as a `save_pretrained()` checkpoint regression." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM vs MobileLLM config/key error; no shared underlying bug." + "reason": "Missing fields from `trust_remote_code=True` config loading and `rotary_pct` reverting on reload are distinct config-persistence bugs." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Tokenizer special-token insertion regression vs classification loss degeneracy; different layers of the stack." + "reason": "Python 3.13 import/`torch.jit.script` parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "XLM-Roberta Flash Attention 2 support vs `Trainer` broadcasting `NoneType`; unrelated training/runtime bugs." + "reason": "Model-loading regression for a specific repo and TensorFlow-text backend registration failure are not the same issue." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Pipeline `top_k` output-shape change vs missing PyTorch dependency import error; not the same issue." + "reason": "Both touch composite configs, but one is a Gemma3TextConfig API discrepancy and the other is missing `text_config` unwrapping for Qwen multimodal configs." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Missing import-utils availability helper vs kernels import failing on version/revision requirements; distinct dependency issues." + "reason": "Hidden-states being `None` and attention-kernel divergence under `torch.compile` are separate regressions." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Bamba `torch.compile` + SDPA failure vs checkpoint resume key mismatch; no shared code-path problem." + "reason": "Dataset script loading and an unrecognized model/config error are unrelated." } ] }, @@ -10543,61 +10416,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:16998", "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", "issue:42175", - "issue:43065", + "issue:42617", + "issue:42907", + "issue:43232", "issue:43295", "issue:43316", + "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43504", - "issue:43540", - "issue:43572", + "issue:43550", + "issue:43575", "issue:43606", "issue:43646", - "issue:43650", "issue:43701", "issue:43716", - "issue:43761", + "issue:43742", "issue:43825", "issue:44077", "issue:44162", + "issue:44442", "issue:44464", - "issue:44479", "issue:44496", - "issue:44514", "issue:44534", "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:45127", - "issue:45200", - "issue:45542", "issue:45584", "issue:45632", "issue:45698", "issue:45803", "issue:46050", "issue:46170", - "issue:46178", - "issue:46202", "issue:46234", + "issue:46291", "issue:46365", "issue:46369", "issue:46421", - "issue:46424" + "issue:46424", + "issue:46506" ], "soft_pairs": [ + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43550|issue:43701", "issue:44464|issue:46421", "issue:43606|issue:43701", - "issue:43295|issue:43825", "issue:16998|issue:22355", + "issue:43295|issue:43825", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:43316|issue:43716", @@ -10605,206 +10488,210 @@ "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:45803|issue:46365", "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", "issue:45803|issue:46170", "issue:45632|issue:46424", - "issue:44162|issue:44792", "issue:43404|issue:43441", - "issue:44610|issue:46369", - "issue:43650|issue:46202", - "issue:43761|issue:44479", - "issue:43065|issue:44617", - "issue:43572|issue:46178", - "issue:43540|issue:44514", - "issue:45127|issue:45200", - "issue:45542|issue:46234", - "issue:43504|issue:45698" + "issue:44610|issue:46369" ], - "prepared_review_unit_hash": "0d5c0726992b2cd3d6d8124b59e1c113b7bed64dafcbdf5810fc445396785294", + "prepared_review_unit_hash": "5efbd9ac07db277920e981b7a5122e786d920be0e972868bc66f532eff861dfb", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34758, - "estimated_input_tokens": 8690, - "estimated_eval_tokens": 17636 + "soft_pair_count": 28, + "serialized_chars": 35306, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug/change; I don\u2019t see any pair that should be merged as duplicates. The closest theme is model loading/save_pretrained/from_pretrained regressions, but the concrete failures differ.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45698 is the best anchor: it is open, discussion-heavy, and the broadest actionable model-loading issue in the set (wrong custom module after save_pretrained/from_pretrained).", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues spanning loading, generation, caching, training, and model-specific regressions. I did not find any soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical duplicate stands out because the items are heterogeneous. If one representative is needed, issue #45698 is the closest fit: it is open, fairly active, and describes a broadly applicable save/load custom-module regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone issue overall for triage because it is recent, open, and describes a clear reproducible loading bug with broader duplicate potential than the others.", + "best_issue_reason": "#45698 is the most broadly relevant and active issue in the set, with a general from_pretrained/save_pretrained failure that could affect many custom models.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different subsystems and symptoms: generation kwargs after sync_gpus vs metric gathering dropping tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu's tensor conversion error handling bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel launch failure and tensor-parallel OOM are both parallelism-related, but they are different concrete problems." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2 and a key error loading MobileLLM are different model-loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape regression is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-utils related, but one is a missing availability helper and the other is a kernels dependency/version-check failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA on Bamba is unrelated to checkpoint resume key mismatches." + }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/cache, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy init; different symptoms and likely different fixes." + "reason": "Both mention chunked generation, but one is output inconsistency under compilation while the other is a recompilation/performance issue." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to a resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both are v5 regressions, but one is processor/tokenizer image-handling breakage and the other is an incorrect pipeline error message; not the same code-path bug." + "reason": "model_max_length on DeBERTa-V3 and missing transformers.onnx are unrelated issues." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Model_max_length behavior in DeBERTa-V3 is unrelated to a missing transformers.onnx import." + "reason": "v4.57.5 custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks in v5." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to Gemma eos_token_id config mismatch." + "reason": "Custom multimodal processor regression and Gemma-3 eos_token_id config mismatch are different bugs." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate model-specific bugs." + "reason": "Gemma eos_token_id inconsistency is not the same as Whisper empty-transcription generation failure after special-token alignment." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch is not the same as image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend dependency packaging issue is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "Backend packaging issue with pip extras is unrelated to a config API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer initialization are different v5 issues." + "reason": "Optional post_init validation for patchtsmixer is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is not the same as quantized-model save/load corruption." + "reason": "Gemma eos_token_id config mismatch and sinq quantized save/load breakage are different model-specific problems." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to GPTNeoX rotary_pct serialization/reload behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF from_pretrained breakage is not the same as a generic missing model_type config error." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "A bare except in preprocessing is unrelated to Trainer import failure caused by datasets." + "reason": "Fuyu tensor conversion error handling has no relation to importing Trainer failing because of datasets." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "gguf_file loading path breakage is different from an unrecognized model/config missing model_type." + "reason": "ESM2 being broken and a janus model test failure are different model-specific issues." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Swallowing errors in Fuyu tensor conversion is unrelated to the Windows/ROCm torch.distributed import issue." + "reason": "KeyboardInterrupt swallowing in Fuyu is unrelated to Windows/ROCm torch.distributed import problems." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collisions are unrelated to max_cache_length being honored only for Quantized Cache." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 regression is unrelated to a janus test failure on image generation." + "reason": "Local cache path collisions from trust_remote_code are unrelated to max_cache_length only applying to Quantized Cache." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both are Mistral-family, but one is tied lm_head weights and the other is FlashAttention failure; not the same bug." + "reason": "Mistral3 weight tying bug and Ministral-3 FlashAttention failure are different code-path problems, despite the shared family." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Sam3-litetext memory overflow." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Placeholder issue title 'ADD THE DATA' has no concrete relation to Gemma pipeline roundtrip failure." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate model-path failures." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same issue as Sam3Video CUDA OOM." - }, - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tensorflow_text backend registration failure." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different input-processing bugs." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Tensorboard/TensorFlow backend misdetection is unrelated to a missing import utility symbol." - }, - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "Legacy-field loading failure for Beit semantic segmentation is not the same as loading the wrong custom module after save_pretrained." + "reason": "OmDet-Turbo input-size mismatch is unrelated to sam3-litetext memory overflow." } ] }, @@ -10826,21 +10713,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:25251", - "issue:27957", "issue:35141", "issue:41950", "issue:42490", - "issue:43335", + "issue:43065", "issue:43352", "issue:43388", "issue:43475", + "issue:43504", "issue:43525", "issue:43531", - "issue:43550", - "issue:43644", + "issue:43540", + "issue:43572", + "issue:43650", "issue:43673", "issue:43688", "issue:43761", @@ -10848,242 +10735,240 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", - "issue:44242", + "issue:44479", + "issue:44514", "issue:44534", "issue:44617", "issue:44734", "issue:44743", "issue:44792", "issue:44855", - "issue:44877", "issue:44913", - "issue:44933", "issue:44964", "issue:44977", - "issue:45362", - "issue:45381", + "issue:45127", + "issue:45200", "issue:45406", - "issue:45563", - "issue:45584", + "issue:45542", "issue:45588", "issue:45600", "issue:45632", + "issue:45698", "issue:46082", - "issue:46369", + "issue:46178", + "issue:46202", + "issue:46234", "issue:46421", "issue:46617", "issue:46640", "issue:46697" ], "soft_pairs": [ - "issue:43388|issue:43688", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43540|issue:44514", + "issue:45127|issue:45200", + "issue:43065|issue:44617", "issue:43352|issue:46640", + "issue:43504|issue:45698", + "issue:43388|issue:43688", "issue:44792|issue:45600", "issue:44792|issue:44977", "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:43525|issue:43531", "issue:44190|issue:44964", + "issue:35141|issue:42490", "issue:44534|issue:44913", "issue:44734|issue:45406", - "issue:35141|issue:42490", "issue:46082|issue:46697", - "issue:44855|issue:45588", "issue:43931|issue:44060", "issue:45632|issue:46617", + "issue:44855|issue:45588", "issue:43827|issue:43994", - "issue:44617|issue:45584", - "issue:43761|issue:44242", - "issue:43673|issue:46421", - "issue:45563|issue:45584", - "issue:43644|issue:44913", - "issue:25251|issue:27957", - "issue:44933|issue:45362", - "issue:45381|issue:46369", - "issue:43335|issue:44855", - "issue:43550|issue:44190", - "issue:44077|issue:44877" + "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "f961bed4c0d29c43d37d1666ef330be729e1bf38b44e79540f5a66ab15f21673", + "prepared_review_unit_hash": "d7e2bbfa64a1fc5dbb62bc1176bd8697cf4eb9146e4041d83125677685dda37b", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35708, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "soft_pair_count": 25, + "serialized_chars": 35275, + "estimated_input_tokens": 8819, + "estimated_eval_tokens": 17894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of unrelated issues across pipelines, model configs, loading/cache behavior, and model-specific bugs. None of the soft pairs look like the same concrete underlying bug or change, so I would reject all duplicate links.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the set is not a cohesive duplicate cluster, and the soft pairs are not true duplicates.", + "summary": "This cluster is very noisy: it mixes unrelated issues across loading, cache, multimodal processors, flash-attention, configs, and docs. None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45698 is the most active open loading/serialization report in the set, so it is the closest available representative, but the cluster is too heterogeneous for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the items span many unrelated problem areas.", + "best_issue_reason": "issue:45698 is the best global anchor only by activity and breadth; semantically it does not unify the rest of the items well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated topics: a vague data-related issue versus a Gemma pipeline roundtrip/tokenization problem." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is CLIP vision hidden-state output and the other is Qwen video-input handling; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in a model config is unrelated to tensorflow_text backend mapping errors." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend setup is not the same bug as a missing import_utils feature flag." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video validation versus Qwen2_5_VL batched chat-template padding." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and defaulting mm_token_type_ids are distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Metric label dropping in the last batch is unrelated to auxiliary loss normalization." + "reason": "A dummy Conv2d placeholder is unrelated to CUDA OOM in Sam3Video." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A specific Nemotron Flash Attention 2 support error is not the same as a vague generic FA2 issue." + "reason": "Both mention Flash Attention 2, but one is a model-specific unsupported guard and the other is a generic flash-attention issue." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field model preset loading and wrong custom-module loading are different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure and removed Sam3LiteText config references are different bugs." + "reason": "A Janus test failure and a stale auto_mappings entry are not the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation problems." + "reason": "Test failure versus Qwen3.5 flash-attention generation bug; no shared concrete fix." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache behavior, but they affect different models/code paths and describe different failures." + "reason": "Both involve cache/state, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states with seq_len>1." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup and a missing vision-output attribute are different issues." + "reason": "Pipeline processor selection and a missing encoder output attribute are unrelated." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window bug." + "reason": "Config attribute absence and sliding_window behavior in Qwen3-MoE are different issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to multimodal model loading failures." + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/reinit and trailing-slash local path import warnings are unrelated." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and config reload losing rotary_pct are different config/state bugs." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are different serialization/config bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are unrelated serve crashes." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to the trailing-slash local model import warning." + "reason": "KV-cache tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Head_dim validation in LlamaConfig is unrelated to image over-padding in Swin2SR." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 TorchScript parsing failure is unrelated to the flash_attention s_aux=None crash." + "reason": "LlamaConfig head_dim validation is not the same as Swin2SR image over-padding." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Shape-mismatch loading and incorrect tied-weights warnings are different model-loading issues." + "reason": "Model weight-shape mismatch and an incorrect tied-weights warning are distinct loading/tie-weight issues." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both are trust_remote_code cache issues, but one is a leaf-directory collision and the other is a FileNotFoundError; not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() after removals is not the same as a model producing bad results through pipeline()." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "Missing hidden_states output and missing load-balancing loss are different model behavior bugs." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to rotary_pct not persisting on reload." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "A nonexistent image_utils import is unrelated to a Qwen3.5 chat crash." + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache lookup; different failure modes." }, { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Wrong video position ids in qwen2.5-vl and SAM3 LiteText memory overflow are different bugs." - }, - { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the Python 3.13 IndentationError." + "reason": "Python 3.13 torchscript parsing error and flash_attention s_aux=None AttributeError are unrelated." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to loading a local dataset in a training script." + "reason": "Docs still mentioning pipeline() and a SigLIP2 model producing bad outputs are not the same bug." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "patchtsmixer post_init policy and strict config loading for granite_speech are different config-validation issues." + "reason": "Chunked-prefill missing cache and cache lazy-init recompilation are related only at a high level, not the same concrete defect." } ] }, @@ -11105,40 +10990,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ + "issue:25251", + "issue:27957", "issue:39692", "issue:41720", - "issue:42175", "issue:43065", "issue:43295", "issue:43335", "issue:43526", "issue:43540", - "issue:43643", - "issue:43854", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:44077", "issue:44112", "issue:44190", - "issue:44246", - "issue:44279", + "issue:44242", "issue:44462", "issue:44464", "issue:44479", - "issue:44496", "issue:44521", "issue:44610", "issue:44617", "issue:44734", "issue:44737", "issue:44779", - "issue:44898", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", "issue:44938", - "issue:44964", - "issue:45003", "issue:45127", "issue:45245", "issue:45276", "issue:45357", + "issue:45362", "issue:45381", "issue:45542", "issue:45563", @@ -11147,8 +11035,6 @@ "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", "issue:46234", "issue:46369", "issue:46489", @@ -11156,251 +11042,255 @@ "issue:46697" ], "soft_pairs": [ + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:44077|issue:44877", "issue:44479|issue:44734", "issue:41720|issue:45245", "issue:43335|issue:44190", - "issue:43065|issue:44610", "issue:44464|issue:45563", + "issue:43065|issue:44610", "issue:45127|issue:45357", - "issue:43526|issue:46697", "issue:39692|issue:44190", - "issue:44617|issue:46369", - "issue:45381|issue:46655", "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:43526|issue:46697", "issue:44779|issue:46489", + "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:44737|issue:45803", + "issue:43540|issue:44734", "issue:44938|issue:45542", "issue:45276|issue:45584", - "issue:43540|issue:44734", "issue:44462|issue:45907", "issue:44521|issue:45381", - "issue:45632|issue:46234", - "issue:44898|issue:46697", - "issue:44246|issue:45003", - "issue:43854|issue:44964", - "issue:46082|issue:46121", - "issue:44964|issue:45600", - "issue:42175|issue:44279", - "issue:43643|issue:44496", - "issue:44112|issue:44964", - "issue:45245|issue:45584" + "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "d8dfccc4dea7a9c6790e6f07c79a8ebf48843af9b91bbe42d4c46857c6d025b1", + "prepared_review_unit_hash": "0542ffbfef9362d73387638e0d5fba4104d8bc5e573323b5f2bf9706562dbc2b", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35934, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36657, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated model, tokenizer, processor, packaging, or CI bugs, and none of the soft pairs are true duplicates on the evidence shown.", - "confidence": 0.91, - "canonical_issue_reason": "No true canonical issue stands out because the cluster spans distinct bug classes; the closest shared theme is multimodal/video-processing regressions, but even there the concrete code paths differ.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "If one issue must anchor the cluster, issue 44479 is the strongest representative of the dominant multimodal/video-regression subtheme and has the broadest concrete impact description.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "The cluster is mostly heterogeneous and does not form a broad duplicate set. The only strong duplicate-looking edge is the DeepSeek tokenizer regression pair; the rest are different bugs across unrelated models, configs, or subsystems.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44779 is the better canonical because it is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 reads like a narrower follow-up describing the same underlying problem and referencing a gap in an earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue for the only accepted duplicate pair and has the clearest general title/description for the underlying tokenizer regression.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Different subsystems: video-input regression in model prep vs KV-cache continuation tensor indexing in serve." - }, - { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs category-count overflow." + "reason": "Different models and failures: CLIPVision hidden_states handling vs MoE load-balancing loss logic." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Sparse-layer config bug and local dataset loading failure are not the same underlying issue." + "reason": "Unrelated symptoms and code paths: Sam3Video OOM vs Whisper empty-transcription generation failure." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Different models and code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo input-size mismatch." + "reason": "Paged-generate warning cleanup is unrelated to Whisper's align_special_tokens failure." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + "reason": "One is a global buffer-init regression; the other is a GPTNeoX config reload defaulting issue." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "LoRA merge/tied-embedding collapse and incorrect visual-encoder keys in save_pretrained are distinct bugs." + "reason": "No overlap in bug or subsystem: pipeline top_k nesting vs XLM-RoBERTa Flash Attention 2 support." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Both involve image processors, but one is label reduction and the other is padding; different bugs." + "reason": "Different issues: missing image_utils import vs Qwen3.5 chat crash." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Documentation example errors are unrelated to a local dataset loading script bug." + "reason": "SwitchTransformers config layer construction and DebertaV2 JIT parse error are unrelated." }, { - "left": "issue:44617", + "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Both are Sam3-family memory issues, but the affected models and failure modes differ enough to avoid duplicate merge." + "reason": "Qwen2.5-VL video position IDs and Sam3-lite text memory overflow are different bugs." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both are video-related, but one is Qwen vision_position_ids and the other is SmolVLM padding calculation; not the same code path." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification script." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "CI stale test failure and auto_mappings referencing removed configs are separate maintenance problems." + "reason": "Both mention config semantics, but they are about different models and different failure modes." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Related tokenizer family, but one is a broad DeepSeek v5 regression and the other is a DeepSeek-Coder v1 gap in a prior fix; not clearly the same bug." + "reason": "Video-input regression in Qwen VL models vs serve KV-cache continuation indexing bug are different code paths." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Processor/tokenizer regression and gemma4 embedding-resize propagation are different code paths." + "reason": "A800 auto device-mapping assert and category-count overflow are unrelated." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "XLNet CPU tensor creation and Fuyu's bare except swallowing errors are unrelated defects." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the dataset-loading script issue." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend wiring are different dependency/loading issues." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to the stale num_return_sequences warning." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Gemma4 embedding resize and Whisper empty-transcription handling do not share an underlying bug." + "reason": "Sam3PixelDecoder dummy conv and OmDet-Turbo processor/model size mismatch are different bugs." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and serve KV-cache indexing are distinct failure modes." + "reason": "LoRA merge with tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained keys." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer.json lookup behavior and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Documentation example errors are unrelated to the local dataset loading bug." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Multimodal assistant mask generation and Qwen video position IDs are different multimodal bugs." + "reason": "CI failures in GraniteSpeech and auto_mappings reference removal are different root causes." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to a missing availability helper." + "reason": "Both involve video, but one is wrong vision_position_ids and the other is incorrect video padding calculation." }, { - "left": "issue:44898", + "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Perceiver non-default-resolution failure and Swin2SR over-padding are different image-processing issues." + "reason": "BEiT reduce_labels bug and Swin2SR over-padding bug are unrelated image-processor issues." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer output regressions on v5+; 46489 looks like a narrower follow-up of the same underlying tokenizer bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are distinct problems." + "reason": "Both mention memory pressure, but Sam3Video CUDA OOM and sam3-litetext memory overflow are different models and scenarios." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete bug." + "reason": "Processor/tokenizer API regression and Gemma4 resize_token_embeddings propagation are distinct issues." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are unrelated." + "reason": "XLNet device placement bug and Fuyu tensor-conversion exception handling are unrelated." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Phi-4 multimodal loading and removed Sam3LiteText auto-mapping references are separate issues." + "reason": "Qwen3OmniMoe video-input ValueError is different from serve KV-cache continuation indexing." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Packaging omission in the torch extra and a generic dependency issue are not the same bug." + "reason": "Python 3.14 import/load failure is unrelated to the TensorBoard-without-TF backend error." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "trust_remote_code field loss and unrecognized-model config loading are different config-handling failures." + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are unrelated." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal load failure are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files revision forwarding in CI." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Category-count overflow and Whisper empty-transcription handling have no shared code path." + "reason": "apply_chat_template assistant_mask bug is not the same as Qwen2.5-VL video position_ids corruption." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Gemma4 embedding-resize propagation and Whisper generation on empty transcription are unrelated." + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import_utils helper." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft pair is issue:44779 vs issue:46489, and the explanation matches their titles (same DeepSeek tokenizer regression, with 46489 framed as a follow-up/gap in a prior fix). The other soft-edge rejections are conservative and stay within what the titles support, without overstating evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11415,304 +11305,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:27957", - "issue:28282", "issue:32090", "issue:35141", "issue:36246", "issue:38617", "issue:41628", "issue:41950", + "issue:42175", "issue:42796", - "issue:42907", "issue:43295", "issue:43381", "issue:43404", - "issue:43441", "issue:43479", "issue:43526", "issue:43531", + "issue:43643", "issue:43650", "issue:43673", - "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", + "issue:44112", "issue:44186", "issue:44220", + "issue:44246", "issue:44279", "issue:44295", - "issue:44336", "issue:44496", "issue:44521", "issue:44683", "issue:44734", - "issue:44792", - "issue:44933", + "issue:44964", "issue:44987", + "issue:45003", "issue:45042", - "issue:45083", "issue:45216", + "issue:45245", "issue:45335", "issue:45375", "issue:45446", - "issue:45588", + "issue:45584", "issue:45593", "issue:45600", - "issue:45759", + "issue:46082", + "issue:46121", "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:46082|issue:46121", + "issue:43643|issue:44496", + "issue:44112|issue:44964", "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:45245|issue:45584", "issue:43404|issue:45216", - "issue:42796|issue:44521", "issue:36246|issue:41628", + "issue:42796|issue:44521", "issue:44186|issue:44734", "issue:43650|issue:44220", "issue:36246|issue:38617", "issue:32090|issue:35141", "issue:43479|issue:45375", - "issue:28282|issue:35141", "issue:41950|issue:44016", - "issue:44295|issue:46506", "issue:43531|issue:45600", "issue:43673|issue:46424", + "issue:44295|issue:46506", "issue:44016|issue:44220", "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:44683|issue:45446", - "issue:45083|issue:46506", - "issue:43526|issue:43901", "issue:44496|issue:45042", - "issue:42907|issue:43441", - "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:43976|issue:44279", - "issue:43673|issue:44336", - "issue:43441|issue:45588", - "issue:44496|issue:45759", - "issue:44016|issue:44062", - "issue:43824|issue:44933", - "issue:44792|issue:46424" + "issue:43526|issue:43901", + "issue:43381|issue:45593" ], - "prepared_review_unit_hash": "00ee986771ba274850ab1d1bf4931390b9cda7ff83a3342fdd16c537726bb7d4", + "prepared_review_unit_hash": "508ee6489b154e2795e30a2e591e2dff46f54823109acdac5386a436004d11c2", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37014, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers issues that only share superficial similarity (imports, multimodal configs, cache behavior, tokenizer/model-loading regressions). None of the soft pairs look like the same underlying bug/change, so no merges are justified.", - "confidence": 0.97, - "canonical_issue_reason": "issue:35141 is the most concrete, code-path-specific bug in the set: `resize_token_embeddings` reinitializes the output embedding in `post_init` when `tie_word_embedding=False`.", + "summary": "The set is mostly a collection of superficially similar but distinct issues (imports, configs, model loading, cache behavior, tokenizer bugs). I would reject every soft pair; there is no clear duplicate cluster here. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44964 is the most concrete, user-facing model-loading regression in the set and the best representative if a single issue must anchor this group, even though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:35141 is the best anchor because it is a narrowly defined, reproducible regression with a clear fix location, unlike many of the other broad import/config/runtime reports.", + "best_issue_reason": "issue:44964 has a specific affected model, a reproducible failure, and a clear triage target, making it the most actionable issue among these superficially related tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: import latency vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression vs broken auto_mappings/CI due to removed configs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config-validation bugs: Llama head_dim handling vs rope-parameter type conversion." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model/config.json." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is not the same bug as a Phi-4 multimodal load failure." + }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Different failures: FlashAttention 2 support for XLMRoberta vs embedding reinitialization after resize; no shared code-path bug." + "reason": "Flash Attention support and embedding resize/tie_word_embedding are separate code paths." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Different model families and bugs: Mistral3 weight tying vs Qwen3.5 save_pretrained regression." + "reason": "Package-extras/backend dependency problem is not the same as a generic dependency issue." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Both multimodal-adjacent, but one is tokenizer BPE marker handling and the other is assistant mask generation for apply_chat_template." + "reason": "Different models and symptoms: untied lm_head in Mistral3 vs a Qwen3.5 save_pretrained regression." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Separate import errors for different symbols; same symptom class, not the same underlying bug." + "reason": "Specific missing Qwen2_5_VL export vs a broader AutoImageProcessor import failure." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are different bugs." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different code paths: LayoutLMv2 tokenizer NER/padding crash vs serve KV-cache continuation indexing bug." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serve KV-cache tensor indexing." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No real overlap; one is a noisy placeholder issue, the other is a feature-extraction helper error." + "reason": "The first is just a placeholder title; the second is an audio feature extraction bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they concern unrelated missing exports in different modules." + "reason": "Two distinct import errors affecting different symbols and modules." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init behavior." + "reason": "Trainer broadcast NoneType error is unrelated to output-embedding reinitialization." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both involve configs, but one is default vision/audio init from None and the other is a missing deepstack_visual_indexes field." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "Environment/import dependency problem vs model weight reinitialization bug; not the same issue." + "reason": "Different multimodal config initialization/serialization issues with different models and fields." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline lookup bug vs notebook syntax error; unrelated." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Different problem areas: registered position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and broken auto_mappings references are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is not the same as stale auto_mappings references breaking CI." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is max_cache_length semantics for quantized cache." + "reason": "Generation cache missing in chunked_prefill vs max_cache_length only applying to quantized cache are different cache semantics." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and `_torch_extract_fbank_features` are unrelated failures." + "reason": "Notebook syntax error has no relation to _torch_extract_fbank_features." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version incompatibility regression vs loading a specific model repo; no shared underlying bug." + "reason": "Python-version compatibility failure vs a specific model-loading regression at 5.1.0." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different regressions around multimodal processor/tokenizer behavior vs t5gemma decoder embedding resize propagation." + "reason": "Processor/tokenizer regression and T5Gemma embedding-resize bug are different code paths." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Torch 2.9 flex_attention compilation failure and an AuxRequest import version check are separate issues." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Unrelated helper-function behavior in qwen3_omni_moe vs CPU/CUDA discrepancy in PPDocLayoutV3." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to a docs/behavior mismatch in TextClassificationPipeline." + "reason": "Torch>=2.9 flex_attention failure and a version-check bug for AuxRequest import are not the same issue." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Missing model_type import/load failure vs PIL image processors requiring torchvision; different root causes." + "reason": "Unrecognized model/config loading and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Same model family, but saving dequantized Ministrals/Devstrals and FlashAttention failure are different code paths and fixes." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs mismatch vs unrecognized model/config loading failure; no common bug." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python support regression vs generic dependency issue; unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Cache behavior bug and ANSI codes in loading_report are entirely separate." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both touch FlashAttention, but they are different failures: Ministral flash-attn crash vs s_aux=None AttributeError in integrations/flash_attention.py." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Model-type/config loading error vs unwrapping text_config for composite multimodal configs; related only at a very broad level." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument conflict are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Different missing imports from different modules/classes; same symptom class only." - }, - { - "left": "issue:44792", - "right": "issue:46424", - "accept": false, - "reason": "Failed janus image-generation test and cache max length semantics are unrelated." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss omission are separate problems." } ] }, @@ -11734,282 +11603,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:39692", "issue:41950", "issue:42796", + "issue:42907", "issue:43295", "issue:43299", - "issue:43479", - "issue:43525", + "issue:43441", "issue:43577", "issue:43650", - "issue:43653", + "issue:43673", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", "issue:44016", + "issue:44062", "issue:44075", "issue:44242", "issue:44279", - "issue:44291", + "issue:44336", "issue:44351", "issue:44368", - "issue:44462", - "issue:44466", + "issue:44496", "issue:44521", - "issue:44683", "issue:44779", + "issue:44792", + "issue:44933", "issue:45020", - "issue:45081", + "issue:45083", "issue:45200", "issue:45216", - "issue:45276", "issue:45278", "issue:45335", "issue:45357", "issue:45405", - "issue:45542", "issue:45584", - "issue:45593", + "issue:45588", + "issue:45759", "issue:45812", - "issue:45823", "issue:46082", "issue:46123", - "issue:46209", "issue:46369", "issue:46399", + "issue:46424", + "issue:46506", "issue:46512", "issue:46515", "issue:46693" ], "soft_pairs": [ + "issue:42907|issue:43441", + "issue:45083|issue:46506", + "issue:43901|issue:44496", + "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:44279|issue:46515", "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:44075|issue:44368", "issue:39692|issue:43901", "issue:43295|issue:44779", + "issue:44075|issue:44368", "issue:43976|issue:45405", - "issue:44351|issue:45278", "issue:46082|issue:46512", + "issue:44351|issue:45278", "issue:43299|issue:45357", "issue:42796|issue:43650", - "issue:44779|issue:45812", - "issue:44242|issue:45200", "issue:41950|issue:45020", + "issue:44779|issue:45812", "issue:43299|issue:43854", - "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:44242|issue:45200" ], - "prepared_review_unit_hash": "c6c3e15e7f5dea2185a32ad83477ffb02efe0d08f027060ad6777c050ad8b9d4", + "prepared_review_unit_hash": "855313a130f9d62127667796397ce43824600262a111e0c7f0aea67a4e9ca812", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35630, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share surface similarity but not the same concrete bug/change, so all soft edges should be rejected as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set (post-upgrade import breakages) and is the closest thing to a representative issue, though the cluster itself is heterogeneous.", + "summary": "The set is a loose grab-bag of Transformers bug reports and regressions, but none of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe: the reports span unrelated models, tokenizer behaviors, pipelines, docs, and environment/version regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative only in a very loose sense because it is the broadest regression report; it is not a true duplicate anchor for the whole cluster.", + "best_issue_reason": "issue:45020 is the broadest umbrella report about recent-version breakage, but it is still not a duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different symptoms and code paths: model loading regression vs save_pretrained serialization bug." + "reason": "Different failures: save/dequantization vs FlashAttention runtime crash on a different model family." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths and symptoms; one is a helper math bug, the other is CPU/CUDA output divergence." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for a pipeline vs model loading failure from an unrecognized config." + }, + { + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Generic dependency problem vs torch-version incompatibility; too broad to be the same bug." + "reason": "Different problem class: Python version compatibility vs a dependency/package issue." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Different failures: partial-batch pipeline bookkeeping vs memory overflow in a model call." + "reason": "Generation cache bug and ANSI output formatting are unrelated." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Assistant mask generation bug vs FA2 long-context performance regression are unrelated." + "reason": "Both mention flash attention, but they target different models and different crash conditions." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Different models and behaviors: resize_token_embeddings wiring vs Whisper empty-transcription generation." + "reason": "Unrecognized model config vs missing text_config unwrapping for multimodal configs; not the same bug." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Config validation error vs Qwen3.5 kernel registration crash; not the same underlying bug." + "reason": "Notebook syntax error is unrelated to AddedToken argument handling." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "Dependency/version bump issue vs PEFT minimum-version packaging issue; not duplicates." + "reason": "A failed model test is not the same as cache_length being ignored except for one cache type." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression." + "reason": "Different import failures in different modules with different missing symbols." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Optimizer argument handling vs a model config warning; unrelated." + "reason": "Separate Qwen regressions: loading failure vs save_pretrained serialization bug." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both mention docs, but they are different doc bugs on different APIs and failure modes." + "reason": "Partial-batch bookkeeping bug vs memory overflow in a different model." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness bug." + "reason": "Generic dependency issue vs torch-version incompatibility; not the same root cause." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "Python-version compatibility problem vs unreleased dependency version bump." + "reason": "Multimodal chat-template mask bug and long-context FA2 performance regression are different problems." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Shared import-failure theme is too broad; no evidence they share the same concrete missing symbol or code path." + "reason": "Embedding resize behavior is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:46082", - "right": "issue:46512", + "right": "issue:46399", "accept": false, - "reason": "Config head_dim validation vs stale model.config.dtype after from_config; different defects." + "reason": "Config validation error vs kernel registration crash; different code paths." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Loading failure vs save_pretrained visual-key serialization regression." + "reason": "Dependency issue and unreleased PEFT minimum version are unrelated." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer BPE-marker bug vs unrelated low-signal data request." + "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 checkpoint serialization." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Tokenizer regression for Deepseek vs Granite token-ID regression; different models and failure modes." + "reason": "Different documentation issues for different APIs and models." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "MoE load-balancing loss omission vs multimodal token-type defaults; unrelated." + "reason": "Multimodal processor/tokenizer regression vs Deepseek tokenizer regression; same era, different bug." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Pipeline processor selection bug vs remote_code compatibility break; not the same bug." + "reason": "Optimizer args ignored and tie_word_embeddings warning are unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different model-specific loading failures with no shared concrete code path." + "reason": "Python support mismatch is not the same as a PEFT version bump." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Different config initialization problems in different model families." + "reason": "Config validation and stale config.dtype after from_config are distinct issues." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Serialization of tied weights vs token-embedding resize propagation; related theme but not the same bug." + "reason": "One import error is a specific symptom; the other is a broad version-upgrade report without confirmed same root cause." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Video pipeline processor bug vs Gemma4 device placement issue; unrelated." + "reason": "Different Qwen3.5 issues: model loading vs incorrect visual-encoder keys on save." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss omission." + "reason": "Tokenizer BPE-marker bug has nothing to do with the non-technical 'ADD THE DATA' report." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "torch 2.9 flex_attention failure vs TensorBoard/TensorFlow backend packaging issue." + "reason": "Pipeline processor lookup bug vs remote_code model breakage; only broad ecosystem overlap." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Unclear/empty request issue vs FP8 inference failure on B200; no duplicate signal." + "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights constructor argument mismatch." + "reason": "Different multimodal model-loading failures with no concrete shared code path." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; different code paths." + "reason": "Load-balancing loss bug is unrelated to mm_token_type_ids defaults for text-only fine-tuning." } ] }, @@ -12031,35 +11915,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:33290", - "issue:41628", + "issue:41950", "issue:42175", "issue:42994", "issue:43317", "issue:43441", + "issue:43479", "issue:43525", - "issue:43643", + "issue:43650", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", - "issue:43881", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44188", "issue:44246", "issue:44261", "issue:44263", - "issue:44336", + "issue:44291", "issue:44361", - "issue:44373", - "issue:44589", + "issue:44462", + "issue:44466", "issue:44623", "issue:44671", "issue:44683", @@ -12067,7 +11950,7 @@ "issue:44779", "issue:45081", "issue:45103", - "issue:45362", + "issue:45276", "issue:45372", "issue:45397", "issue:45542", @@ -12079,16 +11962,25 @@ "issue:45823", "issue:45834", "issue:45907", + "issue:46209", "issue:46291", "issue:46399" ], "soft_pairs": [ + "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:45103|issue:45372", "issue:44361|issue:45593", + "issue:45103|issue:45372", "issue:42994|issue:43317", - "issue:45081|issue:45907", "issue:33290|issue:45656", + "issue:45081|issue:45907", "issue:45600|issue:45712", "issue:44261|issue:44263", "issue:44623|issue:44749", @@ -12099,215 +11991,201 @@ "issue:43441|issue:44683", "issue:43901|issue:44246", "issue:43673|issue:43761", - "issue:46291|issue:46399", "issue:45542|issue:45800", + "issue:46291|issue:46399", "issue:43723|issue:44162", - "issue:43824|issue:43976", - "issue:43525|issue:43881", - "issue:44016|issue:45823", - "issue:43525|issue:43643", - "issue:44188|issue:44336", - "issue:44589|issue:45362", - "issue:44336|issue:44373", - "issue:41628|issue:43976", - "issue:43784|issue:45542" + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "a040a7ad5b91ff9ed563804ef7a3583d6879f8fe947bc05f8d1de5c86006c844", + "prepared_review_unit_hash": "c9ca9fabd9e0feb46c9fc315fb1266466a95fc3c6194db7f37a404de3fcd3ce4", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36005, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenizers, configs, attention kernels, loading, docs, and packaging. The soft pairs are mostly topical similarities, not the same underlying bug/change, so none should be merged.", - "confidence": 0.18, - "canonical_issue_reason": "No single canonical issue stands out: the items do not share one concrete failure mode or fix scope, and the apparent overlaps are only broad subsystem similarities.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, config, model, pipeline, dependency, and performance regressions. None of the soft pairs look like the same underlying bug, so no duplicate merge is justified.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue stands out because the candidate set is not one duplicate cluster; the soft pairs are mostly broad-similarity false positives across different subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for duplication triage: even the closest-looking pairs point to different code paths, so no issue cleanly represents the whole set.", + "best_issue_reason": "No single best issue for deduping purposes; the artifacts do not share a concrete bug or fix target strongly enough to justify choosing a representative canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Different failures: FlashAttention regression for Ministral vs long-input OCR index error in Kosmos2.5." + "reason": "Different model-config bugs: Phi4 multimodal default subconfig initialization vs Llama4 missing pad_token_id." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch weights, but one is device-dependent serialization and the other is resize_token_embeddings propagation; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 forward-time device mismatch; unrelated failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration issue vs D-FINE auxiliary-loss logic; no shared underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure vs missing TensorFlow backend dependency; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue vs FP8 inference failure on B200; not the same change or bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Unrelated bugs: auto_docstring crash with future annotations vs Gemma processor loading broken by missing ReasoningEffort import." + "reason": "Notebook syntax error vs init_empty_weights unexpected-argument TypeError; different layers." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a different tokenizer-loading bug from the Mistral regex patch crash." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression vs Kosmos2.5 OCR index error; unrelated model-specific issues." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Different code paths and symptoms: MLukeTokenizer task AttributeError vs D-FINE auxiliary-loss handling." + "reason": "MLukeTokenizer task AttributeError vs D-FINE denoising/aux-loss behavior; no overlap." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both involve quantization/loading, but one is save_pretrained failure and the other is device_map offload load failure; not the same bug." + "reason": "auto_docstring annotation handling vs Gemma4 processor import dependency; different subsystems and fixes." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to list_repo_files missing revision forwarding." + "reason": "Quantized-model save failure vs dequantized-model load/offload failure; related theme but different stages and bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor is not the same as optimizer.step being called twice." + "reason": "Adafactor OOM in DeepSpeed vs optimizer.step being invoked twice; distinct optimizer/deepspeed issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; unrelated API bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch autogenerated/dummy mappings, but one is stale config refs and the other is leftover dummy classes leaking into dir(transformers)." + "reason": "Sam3Lite auto-mapping cleanup vs leftover dummy classes check failure; different maintenance problems." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Completely different bugs: MLA layernorm precision/config issue vs torch.split return-value handling in GlmMoeDsaIndexer." + "reason": "MLA q_a_layernorm epsilon issue vs torch.split return-value issue in GlmMoeDsaIndexer; unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file loss is unrelated to Chinese performance regression after upgrade." + "reason": "processor.save_pretrained missing files vs Chinese report of slow filtering after upgrade; not the same bug." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency issue vs Python version incompatibility; not the same underlying problem." + "reason": "TensorFlow backend packaging bug vs Python version compatibility regression; different environment issues." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT masked LM predictions and DeepSeek tokenizer output are distinct failures." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "CamemBERT masked-LM regression vs DeepSeek tokenizer regression; different models and code paths." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different loading/saving failures: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained." + "reason": "Missing save_pretrained files vs Gemma-4 zero3 from_pretrained; unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both involve attention kernels, but one is FlashAttention on Ministral and the other is compiled flex_attention on newer torch; different bugs." + "reason": "FlashAttention regression on a model vs compiled flex_attention failure on torch>=2.9; different attention implementations." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation behavior mismatch vs intermittent import slowness; no shared bug." + "reason": "Docs/behavior mismatch for return_all_scores vs intermittent slow import; not the same bug." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked_prefill cache regression and CLIPVisionModel hidden_states regression are separate model/runtime issues." + "reason": "Chunked-prefill cache regression vs CLIPVision hidden_states regression; unrelated." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Both mention kernels, but one is pipeline import/revision requirements and the other is a missing decorator in rotary-pos-emb registration." + "reason": "Missing TensorFlow backend vs torch/transformers version incompatibility; different dependency problems." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "TensorFlow backend packaging error is unrelated to torch/transformers version incompatibility." + "reason": "kernels dependency/version import failure vs Qwen3.5 rotary-pos-emb registration crash; distinct bugs." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue in v5 and ESM2 being broken are unrelated model-specific failures." + "reason": "AutoTokenizer loading regression vs ESM2 broken workflow; unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for Qwen2.5-VL class is unrelated to Python version support in Transformers 5.1.0." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Different model load failures: missing pad_token_id on Llama4Config vs glm-4v-9b loading failure." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Both mention missing fields/config behavior, but one is Llama4Config pad_token_id and the other is trust_remote_code omitting fields; not the same bug." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI escape codes in loading_report." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage type error is unrelated to Qwen3.5 chat crash." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI output bug is unrelated to a wrong docstring for position_ids." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import error is unrelated to Python version incompatibility." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "sentence-transformers import NameError is unrelated to the TensorFlow backend packaging issue." + "reason": "Missing Qwen2_5_VL import vs Python 3.9/3.10 compatibility problem; not the same issue." } ] }, @@ -12329,23 +12207,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36246", + "issue:41628", "issue:41950", "issue:42491", "issue:42757", "issue:42886", - "issue:43257", - "issue:43262", "issue:43299", + "issue:43525", "issue:43526", "issue:43531", - "issue:43540", "issue:43550", - "issue:43673", - "issue:43901", - "issue:44162", + "issue:43643", + "issue:43784", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44188", "issue:44220", "issue:44242", "issue:44246", @@ -12353,280 +12233,257 @@ "issue:44297", "issue:44336", "issue:44351", - "issue:44479", + "issue:44373", "issue:44485", "issue:44496", - "issue:44561", - "issue:44734", + "issue:44589", "issue:44779", - "issue:44857", "issue:44871", "issue:45003", "issue:45103", - "issue:45137", - "issue:45200", "issue:45292", "issue:45362", "issue:45397", + "issue:45542", "issue:45561", "issue:45563", "issue:45593", - "issue:45859", + "issue:45823", "issue:46132", "issue:46399", "issue:46424", "issue:46506", "issue:46614", "issue:46655", - "issue:46665" + "issue:46665", + "issue:46726" ], "soft_pairs": [ + "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:42491|issue:43299", "issue:44242|issue:45593", "issue:43526|issue:45003", - "issue:42491|issue:43299", "issue:43531|issue:45362", "issue:44246|issue:44871", - "issue:44295|issue:45397", "issue:44336|issue:44485", + "issue:44295|issue:45397", "issue:44336|issue:46424", - "issue:43550|issue:46506", "issue:42886|issue:46132", + "issue:43550|issue:46506", "issue:36246|issue:42757", - "issue:36246|issue:44351", "issue:41950|issue:44220", "issue:44779|issue:45292", - "issue:45859|issue:46399", - "issue:43901|issue:45003", - "issue:45003|issue:45561", - "issue:43257|issue:45137", - "issue:44734|issue:46424", - "issue:43540|issue:46655", - "issue:44496|issue:45003", - "issue:43673|issue:44561", - "issue:44479|issue:46655", - "issue:44242|issue:44857", - "issue:44162|issue:45200", - "issue:43262|issue:44246" + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "99bbf1a06c77f7bd6df235d3dae5f691f865f87d130b32bc100ac1375ce28c72", + "prepared_review_unit_hash": "094c089fc9cc959fefd1501c94c6b49457ca56613547473c5cd7bb829231b116", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36913, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "soft_pair_count": 28, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated issue reports. The soft similarity pairs are mostly keyword-level matches across different models, subsystems, and failure modes, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges; the items are mostly unrelated and the soft edges are false positives.", + "summary": "This cluster is a loose grab-bag of Transformer issues with only superficial similarity (mostly import/load failures). None of the soft pairs appear to be the same underlying bug or a single mergeable fix.", + "confidence": 0.84, + "canonical_issue_reason": "issue:41628 is the broadest representative of the import-error subset, but the cluster is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:45003 is the broadest infrastructure-level report, but it still should not absorb the others as duplicates.", + "best_issue_reason": "issue:41628 is the most generic and reusable representative among these heterogeneous reports, especially the import-related ones.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Import performance vs unrecognized-model config error; unrelated bugs." + "reason": "Different failures: one is a missing Llama config field, the other is a model loading failure for a specific vision model." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Gemma-4 zero3 loading failure; different issues." + "reason": "Unrelated problems: notebook syntax error vs device placement mismatch in Gemma4 forward." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "xdist captured-info race vs stale warning in paged generate; unrelated." + "reason": "One is a config attribute error; the other is trust_remote_code returning incomplete AutoConfig fields." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Stale phonemizer backend state vs from_pretrained-in-class behavior; different code paths." + "reason": "Different code paths and symptoms: missing Float8 storage vs Qwen3.5 chat crash." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Auto-docstring annotations crash vs Qwen3.5 kernel registration error; unrelated." + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "MoE load-balancing loss bug vs D-FINE auxiliary-loss behavior; different models and logic." + "reason": "Both involve vision-related errors, but one is a SmolVLM video padding bug and the other is AutoProcessor backend-missing behavior." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "BEiT image processor label reduction bug vs unsafe sys.modules access; unrelated." + "reason": "Loading-report ANSI output is unrelated to a docstring mistake for position_ids." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Both are Qwen3-MoE loading regressions, but one is LoRA/accelerate-deepspeed conversion and the other is Qwen3VL loading in v5; not the same bug." + "reason": "Both mention imports/versioning, but one is a missing AutoImageProcessor import and the other is a Python-version compatibility issue." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 chat crash; different failures." + "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorBoard/TensorFlow backend initialization bug." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44242", + "right": "issue:44496", "accept": false, - "reason": "Import slowdown vs Gemma eos-token config inconsistency; unrelated." + "reason": "Load-balancing loss with router logits is unrelated to unrecognized model loading for an Olmo Hybrid model." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access error vs Gemma-4 zero3 from_pretrained failure; different bugs." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI codes in loading_report vs GLM-5 RoPE implementation discussion; unrelated." - }, - { - "left": "issue:44336", - "right": "issue:46424", - "accept": false, - "reason": "ANSI escape rendering bug vs cache max length semantics; unrelated." + "reason": "Tokenizer class serialization mismatch is a different issue from gemma-4 zero3 from_pretrained behavior." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Bamba torch.compile/SDPA crash vs PPDocLayoutV3 CPU/CUDA discrepancy; unrelated." + "reason": "Test-worker file races and stale paged generate warnings are unrelated." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Offline cache loading failure vs AttentionInterface.register behavior change; different subsystems." + "reason": "A stale phonemizer backend after language switching is unrelated to from_pretrained behavior inside Python classes." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and root causes." + "reason": "Both involve decorators/introspection, but one is auto-docstring annotation handling and the other is Qwen3.5 kernel registration missing a decorator." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Qwen2_5_VLImageProcessor missing import vs HybridCache missing import; not the same issue." + "reason": "Same model family, but one is hf4.x LoRA compatibility and the other is sliding_window loading on v5; not the same bug." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Video-classification pipeline image-processor lookup vs fbank feature extraction issue; unrelated." + "reason": "Different training losses: router load-balancing loss vs D-FINE auxiliary losses when denoising is off." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not updating output embeddings; different bugs." + "reason": "BEiT label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "CPU-offload incompatibility in Qwen3.5 MoE rotary embedding vs missing decorator on apply_rotary_pos_emb registration; unrelated." + "reason": "Qwen3-MoE sliding_window logic is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access; unrelated." + "reason": "Import latency and eos_token_id config inconsistency are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unsafe sys.modules access vs pytest-xdist file race; unrelated." + "reason": "ANSI rendering in loading_report is unrelated to GLM-5 RoPE implementation discussion." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Qwen3 MoE weights conversion under accelerate+deepspeed vs ZeRO3 deque pop error; different problems." + "reason": "Reading a registered buffer is a different problem from gemma-4 zero3 from_pretrained." }, { - "left": "issue:44734", + "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation tensor indexing crash vs cache max_length behavior; unrelated." + "reason": "Terminal ANSI codes and cache max length handling are unrelated." }, { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both concern video inputs, but they are different model-specific processor bugs." - }, - { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Unrecognized model config vs unsafe sys.modules access; unrelated." + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Chunked-prefill cache bug vs removal of is_torch_fx_available breaking trust_remote_code; unrelated." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA divergence in PPDocLayoutV3." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Qwen video regression across several models vs SmolVLM video padding bug; distinct causes." + "reason": "Both are import errors, but they concern different symbols from different packages and different root causes." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Router-logits/load-balancing loss bug vs LwDetrImageLoss AMP/CUDA crash; unrelated." + "reason": "Video-classification using image processors is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "ESM2 breakage vs Gemma-4 token-type defaulting; unrelated." + "reason": "Deepseek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs import slowdown; unrelated." + "reason": "Both are import-name errors, but they involve different missing exports (Qwen image processor vs HybridCache) and distinct fixes." } ] }, @@ -12648,283 +12505,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36246", - "issue:42886", - "issue:43065", + "issue:43257", + "issue:43262", + "issue:43295", "issue:43352", - "issue:43408", "issue:43475", "issue:43540", "issue:43596", - "issue:43653", - "issue:43723", - "issue:43931", + "issue:43673", + "issue:43901", "issue:44038", "issue:44060", "issue:44077", "issue:44162", + "issue:44242", + "issue:44246", "issue:44295", - "issue:44368", "issue:44466", "issue:44479", + "issue:44496", "issue:44561", + "issue:44623", + "issue:44734", "issue:44749", + "issue:44857", "issue:44877", - "issue:44977", "issue:44987", - "issue:44995", + "issue:45003", "issue:45137", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", "issue:45335", "issue:45375", - "issue:45397", - "issue:45412", "issue:45459", - "issue:45563", + "issue:45561", "issue:45584", - "issue:45588", "issue:45600", - "issue:45656", - "issue:45701", "issue:45759", - "issue:46123", + "issue:45859", "issue:46170", "issue:46369", "issue:46399", + "issue:46424", "issue:46506", - "issue:46710" + "issue:46655", + "issue:46726" ], "soft_pairs": [ - "issue:43475|issue:46369", + "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:45375|issue:45759", - "issue:45292|issue:45584", + "issue:43475|issue:46369", + "issue:43262|issue:44246", + "issue:44242|issue:44857", "issue:44295|issue:44749", "issue:45137|issue:45600", - "issue:45292|issue:45701", - "issue:44877|issue:45375", "issue:36246|issue:43596", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:43295|issue:45292", "issue:44561|issue:46399", "issue:44466|issue:45335", + "issue:44623|issue:46726", "issue:44987|issue:45459", "issue:44038|issue:46506", - "issue:44479|issue:46170", "issue:43352|issue:45250", - "issue:44060|issue:44077", - "issue:45412|issue:46123", - "issue:44368|issue:44977", - "issue:44995|issue:45200", - "issue:43653|issue:44162", - "issue:44877|issue:46170", - "issue:43475|issue:43540", - "issue:42886|issue:45229", - "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:43065|issue:43408", - "issue:43931|issue:44368", - "issue:45397|issue:45656", - "issue:43723|issue:46710" + "issue:44479|issue:46170", + "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "35298c277bfcaf7b51fb5e0f3efe06625242eb3b8009b4db248b380d3df7369c", + "prepared_review_unit_hash": "b8df5edda52ac48964ecdc75c662af4f8d3328e3c273cff8e99831c6ec75592c", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36154, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 35662, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of weak soft-similarity matches across unrelated bugs, models, and subsystems. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated problems in SAM3, Qwen, tokenizers, DeepSpeed, config loading, and attention kernels, and none of the soft pairs look like the same concrete bug.", + "summary": "The set is mostly heterogeneous; the soft pairs share broad themes like video processors, DeepSpeed, or Qwen models, but not the same concrete bug. I would not merge any of the proposed soft edges. If a single issue must act as the closest anchor, issue 44479 is the best representative of the clearest subgroup (video-input regression across multiple Qwen variants).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44479 is the clearest canonical-style anchor: it describes a broad, version-specific video-input regression across multiple related model families, with a concrete symptom and scope.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a safe global representative because the candidate pairs are not true duplicates; at best they are broad topical neighbors.", + "best_issue_reason": "Issue 44479 is the most suitable representative among these issues because it is the broadest, most explicit regression report and is easiest to use as a duplicate target for nearby video-input reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both are SAM3-related, but one is a missing attribute in SAM3 video encoder output and the other is a memory overflow in sam3-litetext; different failure modes and code paths." + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; unrelated bugs." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both involve config handling for multimodal Qwen models, but one is about a dropped field under @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; not the same bug." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 deque/index failures; different failure modes." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Resize-token-embeddings propagation is unrelated to Whisper empty transcription after align_special_tokens; different subsystems and symptoms." + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist race conditions in testing utils." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44734", + "right": "issue:46424", "accept": false, - "reason": "Registering position_ids as a buffer is unrelated to a transformers version slowdown during data filtering; no shared bug." + "reason": "Both mention cache, but one is serve/KV-cache continuation indexing and the other is cache length semantics for quantized cache; not the same bug." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed configs are unrelated." + "reason": "Unrecognized model/config loading vs sys.modules access; no shared code-path bug." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Embedding resize propagation and version-dependent tokenization changes are different issues." + "reason": "Both are video-input issues, but they hit different models and different reported causes; too broad to treat as one bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Both mention strict config, but one blocks granite_speech config loading while the other drops a specific Qwen visual index field; not the same defect." + "reason": "Qwen3_5Moe CPU-offload incompatibility is a different issue from use_kernels registration/decorator failure." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Importing Qwen2.5-VL image processor and a DeepSpeed/BertModel zero-sized tensor index error are unrelated." + "reason": "Chunked-prefill cache missing and trust_remote_code breakage from removed helper are unrelated." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is unrelated to Qwen3.5 rotary-pos-emb registration failure." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are separate model-specific issues." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Both involve tied/resized embeddings, but one is inconsistent serialization across devices and the other is resize_token_embeddings not reaching decoder.embed_tokens in t5gemma; different root causes." + "reason": "Both are video regressions, but one is a broad Qwen-family v5.3.0 regression and the other is a SmolVLM padding bug; different underlying code paths." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Loading a specific model on newer transformers and hiding tokenizer errors when protobuf is missing are unrelated." + "reason": "Both are Qwen multimodal config problems, but one is a missing vision config field and the other is from_config text_config unwrapping; distinct bugs." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Qwen3-VL-Moe loading on transformers 5.0 and PPDocLayoutV3 CPU/CUDA result differences are different bugs." + "reason": "SAM3 vision encoder attribute error and SAM3-litetext memory overflow are not the same failure." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Video-input regression for Qwen VL models and Windows ROCm torch.distributed import/type errors are unrelated." + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "One says NemotronHForCausalLM does not support Flash Attention 2.0 yet; the other is just a generic Flash Attention 2.0 report with no same code-path evidence." + "reason": "Mixture-of-experts load-balancing loss omission and LwDetrImageLoss AMP crash are different subsystems and symptoms." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are unrelated." + "reason": "Position_ids buffer access error and a Chinese report of slower filtering after upgrade are not the same bug." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different issues." + "reason": "ZeRO3 deque failure and auto_mappings references to removed configs are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "A tied_word_embeddings warning during Qwen3.5 fine-tuning is not the same as a flash-attention generation failure." + "reason": "Qwen2.5-VL import error and BertModel ZeRO3 init index error are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward pass and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Token embedding resize propagation and Whisper empty-transcription generation failure are different issues." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are too broad and do not share the same underlying bug." + "reason": "Strict config loading for granite_speech and a missing Qwen3_5MoeVisionConfig field are distinct config bugs." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Strict config loading and a Windows ROCm import/dependency failure are unrelated." + "reason": "Processor.tokenizer/image passing regression is unrelated to output embedding resize propagation." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Both are multimodal model issues, but one is a missing fpn_position_embeddings attribute in SAM3 video and the other is a Qwen3OmniMoe video-input ValueError; not mergeable as one fix." + "reason": "Removed is_torch_fx_available breaks trust_remote_code models; the Qwen3.5 kernel crash is a separate registration issue." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Both concern embedding weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "A stale indexer cache crash and a flash_attention AttributeError on s_aux=None are different failures in different components." + "reason": "Missing files on processor.save_pretrained and unrecognized image processor when backend is absent are different processor issues." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "A tied-weights warning and a stale num_return_sequences warning in paged generate are unrelated." + "reason": "Model loading failure for physical-intelligence/fast and tokenizer error masking from protobuf handling are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "Both are SAM3-related, but one is about a dummy Conv2d in PixelDecoder and the other is a sam3_video vs sam3_tracker config mismatch; different root causes." + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence do not describe the same bug." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the Qwen3.5 tied_word_embeddings warning." + "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention issue are too broad and not the same concrete defect." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and DeepSpeed optimizer double-step are unrelated training/runtime bugs." + "reason": "Video-input regression in Qwen models and Windows ROCm torch.distributed import/type errors are unrelated." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression in DeepSeek-R1 after upgrading transformers are different problem statements with no shared concrete code path." + "reason": "Incorrect tied-weights warning in Qwen3-Next and PatchTSMixer post_init policy are unrelated model/config issues." } ] }, @@ -12946,45 +12802,44 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", + "issue:42886", "issue:42994", "issue:43065", "issue:43232", + "issue:43408", "issue:43475", "issue:43482", - "issue:43525", + "issue:43540", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", - "issue:43701", + "issue:43723", "issue:43906", - "issue:44038", + "issue:43931", + "issue:43994", "issue:44162", "issue:44188", "issue:44297", "issue:44361", + "issue:44368", "issue:44483", "issue:44623", "issue:44749", - "issue:44869", "issue:44871", - "issue:44933", - "issue:44964", - "issue:45092", - "issue:45137", - "issue:45230", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", "issue:45310", - "issue:45356", - "issue:45375", - "issue:45381", "issue:45397", - "issue:45478", + "issue:45412", + "issue:45563", "issue:45584", + "issue:45588", "issue:45656", "issue:45685", "issue:45987", @@ -12994,241 +12849,264 @@ "issue:46170", "issue:46202", "issue:46421", - "issue:46431" + "issue:46431", + "issue:46710", + "issue:46726" ], "soft_pairs": [ + "issue:45412|issue:46123", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45200", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43723|issue:46710", "issue:45987|issue:46082", "issue:44188|issue:46202", "issue:43906|issue:46202", "issue:44483|issue:46202", - "issue:45584|issue:46170", "issue:44188|issue:46421", + "issue:45584|issue:46170", "issue:45685|issue:46431", "issue:43065|issue:46123", "issue:44361|issue:44749", "issue:44297|issue:44623", + "issue:43994|issue:46726", "issue:43646|issue:44162", "issue:44871|issue:46132", "issue:44749|issue:45656", - "issue:43701|issue:44749", "issue:43232|issue:43673", + "issue:44749|issue:45310", "issue:42994|issue:43482", "issue:44623|issue:45656", - "issue:43475|issue:43643", - "issue:44869|issue:45356", - "issue:45375|issue:45478", - "issue:28282|issue:30990", - "issue:41628|issue:44933", - "issue:42371|issue:45092", - "issue:45310|issue:45375", - "issue:44964|issue:45137", - "issue:44038|issue:44623", - "issue:45230|issue:45397", - "issue:42994|issue:43525", - "issue:43475|issue:45381" + "issue:43475|issue:43643" ], - "prepared_review_unit_hash": "87ee9b49cae516a7b6e76ab85128ae621fc9ad3252da26efe74af463a27ca0a8", + "prepared_review_unit_hash": "2819099ce69046b127248b9693db0a3b0c81c5de03aefb0017e46dd9adaa6633", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35553, - "estimated_input_tokens": 8889, - "estimated_eval_tokens": 18034 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37238, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of mostly unrelated Transformers bug reports with only superficial lexical similarity. I found no soft pair that clearly describes the same underlying bug/change, so I rejected all candidate duplicates.", - "confidence": 0.55, - "canonical_issue_reason": "issue:43646 is the best representative because it is the broadest, most general regression report in the set (v5 breaking custom model initialization) and overlaps conceptually with several config/remote-code compatibility complaints.", + "summary": "These items are mostly unrelated closed issues spanning tokenizers, generation, model loading, multimodal processors, and backend-specific bugs. I do not see a true duplicate cluster here, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest standalone issue for triage: it names a concrete Transformers v5 regression, has broad applicability, and is more representative than narrow model-specific or symptom-only reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Different bugs: cache length return type vs LlamaConfig head_dim validation." + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline batch-finalization are different bugs in different code paths." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Unrelated paths: torch.compile attention branching vs Gemma pipeline roundtrip on \u2581." + "reason": "A tie_word_embeddings warning and a flash-attention generation failure are unrelated symptoms and subsystems." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "No clear match; isolated reproduction of an older issue is not the same as Gemma roundtrip failure." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer vs model issues." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Different surfaces: /v1/chat/completions request rejection vs Gemma token roundtrip behavior." + "reason": "A stale indexer-cache crash on second forward and mm_token_type_ids defaulting are separate model behaviors." }, { - "left": "issue:45584", + "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription crash is unrelated to Windows/ROCm torch.distributed import errors." + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Both mention generation/perf, but one is attention-kernel divergence and the other is cache lazy-init recompilation." + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video-processing errors are different bugs." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Different subsystems: MPS histogram on Int vs processor chat-template validation." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are not the same underlying problem." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning about tie_word_embeddings does not match the paged generate stale num_return_sequences warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are unrelated failure modes." }, { "left": "issue:43065", - "right": "issue:46123", + "right": "issue:43408", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and mask pipeline batching are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and a Sam3Tracker model-type warning are different SAM3 issues." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer AttributeError and Chinese throughput regression are different problems." + "reason": "Stale indexer-cache crashes and flash_attention.py crashing on s_aux=None are separate code-path bugs." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer_config mismatch and missing processor files are distinct failure modes." + "reason": "Gemma-4 ZeRO3 loading and deepspeed double optimizer stepping are not the same defect." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "Generic custom-model init regression is not the same as the ESM2-specific breakage." + "reason": "Tokenizer loading in v5 and a DeepSeek accuracy regression are different classes of problems." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register behavior change." + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Performance regression after upgrade is not the same as double optimizer.step under deepspeed." + "reason": "Attention-kernel divergence under torch.compile and Gemma pipeline roundtrip failure are distinct issues." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Checkpoint key mismatch and throughput slowdown are different bugs." + "reason": "An isolated reproduction of an older issue is not the same bug as the Gemma roundtrip failure." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Both are generation internals, but sync_gpus kwargs update and chunked_prefill cache absence are separate issues." + "reason": "Chat-completions rejection and Gemma token roundtrip failure are different API problems." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Saving quantized models and loading Qwen2.5-GGUF in v5 are opposite operations with different root causes." + "reason": "Attention branching under torch.compile and cache lazy initialization causing recompilation are different generation bugs." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Processor serialization missing files is unrelated to deepspeed optimizer stepping twice." + "reason": "Whisper empty-transcription failure and Windows ROCm import/type errors are unrelated." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput attribute is not the same as AutoConfig trust_remote_code field loss." + "reason": "An MPS histogram kernel type error and missing chat template in a processor are unrelated." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer decode crash on replacement character is not the same as Kimi-K2.5 codec regression." + "reason": "Sam3PixelDecoder dummy-layer handling and mask pipeline final-batch handling do not share the same root cause." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough to treat as the same bug." + "reason": "MLukeTokenizer AttributeError and a slow-data-filter regression are unrelated." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "ImportError for AutoModel without PyTorch is unrelated to Sentence Transformers loading hangs." + "reason": "Tokenizer save_pretrained class-metadata mismatch and processor.save_pretrained missing files are different save-path bugs." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "Both are import-related, but AutoImageProcessor import failure and image_utils nonexistence are different symbols/modules." + "reason": "Siglip2 nonsensical outputs and missing vision-backend processor recognition are different multimodal issues." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "TF32 API guidance is unrelated to InternVL2 remote-code/meta-initialization incompatibility." + "reason": "Generic custom-model initialization breakage and ESM2 breakage are not the same concrete defect." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but a from_pretrained error and a specific strict-field omission are not clearly the same defect." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "A post-upgrade data filtering slowdown and double optimizer stepping under deepspeed are different symptoms." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Qwen3-VL-Moe loading and processor.save_pretrained file omission are different code paths." + "reason": "sync_gpus-related generation kwargs updates and chunked_prefill cache absence are separate generation bugs." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not the same underlying issue." + "reason": "The filtering slowdown report and Qwen3.5 Moe from_pretrained failure do not describe the same bug." }, { "left": "issue:42994", - "right": "issue:43525", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite-direction, distinct issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Quantized model saving failure and Llama4Config pad_token_id attribute error are unrelated." + "reason": "Processor save_pretrained missing files and deepspeed double optimizer stepping are unrelated." }, { "left": "issue:43475", - "right": "issue:45381", + "right": "issue:43643", "accept": false, - "reason": "Sam3 vision-encoder missing field and qwen2.5-vl video position-id bug are different model-specific regressions." + "reason": "SAM3 vision output missing fields and AutoConfig trust_remote_code missing fields are different object-shape bugs." } ] }, @@ -13250,58 +13128,70 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:30333", + "issue:28282", "issue:30990", - "issue:33290", - "issue:35141", "issue:36010", + "issue:39692", "issue:41628", - "issue:42175", + "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", "issue:43278", - "issue:43377", - "issue:43504", + "issue:43475", + "issue:43525", "issue:43704", "issue:43723", "issue:43784", "issue:43824", "issue:43873", - "issue:43976", + "issue:43986", "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:44964", "issue:45081", + "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", "issue:45406", - "issue:45561", - "issue:45600", - "issue:45712", + "issue:45478", "issue:45753", - "issue:46077", - "issue:46123", "issue:46202", "issue:46326", "issue:46399", - "issue:46693", - "issue:46701" + "issue:46701", + "issue:46726" ], "soft_pairs": [ + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:28282|issue:30990", + "issue:44869|issue:45356", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:44964|issue:45137", + "issue:43986|issue:46726", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:43475|issue:45381", "issue:43723|issue:46326", "issue:43784|issue:46399", "issue:43232|issue:44188", @@ -13314,251 +13204,226 @@ "issue:42994|issue:43824", "issue:42673|issue:43704", "issue:36010|issue:41628", - "issue:44038|issue:45310", "issue:43278|issue:45137", + "issue:44038|issue:45310", "issue:44222|issue:45310", - "issue:42831|issue:44222", "issue:43232|issue:44792", - "issue:42175|issue:44933", - "issue:43504|issue:45561", - "issue:45561|issue:45600", - "issue:44496|issue:45561", - "issue:30333|issue:33290", - "issue:43976|issue:44933", - "issue:42175|issue:45712", - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:43377|issue:44242", - "issue:46077|issue:46123", - "issue:44623|issue:45310", - "issue:42673|issue:46693" + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "17086b0326eda07102950d8445dd3030202571dc2b8cec41b52fdbbcd3f4d1f3", + "prepared_review_unit_hash": "cec5c1da85215f1f5f9e6fb4fe3d7325e81b96a71d7427c5bb8012e212dc4bf5", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36555, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose bag of unrelated Transformers issues with a lot of lexical overlap; only one soft pair is a true duplicate (the Qwen3ForCausalLM VRAM leak reports).", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the stronger canonical report for the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak: it is earlier, more discussed, and 43704 reads like a duplicate follow-up.", + "summary": "Most pairs are false positives from broad lexical similarity. The only clear duplicate cluster is the Qwen3.5 Moe from_pretrained regression: issue:45375 provides the concrete root cause and the other two reports are repeats of the same load failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45375 is the best canonical issue: it identifies the specific config/strict-loading root cause (missing deepstack_visual_indexes) behind the broader Qwen3.5 Moe from_pretrained failures reported in issue:45310 and issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in the set because it matches the only clear duplicate pair and has the most context/activity among those two.", + "best_issue_reason": "issue:45375 is the most actionable representative of the cluster because it states the concrete bug mechanism, while the related reports are broader duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Both are tokenizer-related, but one is an AutoTokenizer load issue and the other is a mistral_common continue_final_message behavior bug." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Completely different failures: sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 Moe from_pretrained regression; 45478 is essentially a re-report of the same failure described more specifically in 45375." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Different code paths: generation kwargs handling after sync_gpus vs attention kernel branching under torch.compile." + "reason": "Both are import-related, but they concern different missing symbols and different code paths, not the same underlying bug." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Gemma-related but not the same bug; one is a processor attribute crash in serve, the other is a tokenizer roundtrip issue." + "reason": "Different symptoms: PyTorch missing ImportError vs sentence-transformers loading hang." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to incorrect output under pipeline parallelism." + "reason": "Both involve tokenizer/decoding behavior, but one is a timestamp decode crash and the other is a Kimi tokenizer regression with codec handling; not the same bug." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "One is a pipeline-parallel LLM output bug, the other is a Qwen3_5 multimodal infinite loop on a specific image." + "reason": "Completely different problems: TF32 API settings warning versus InternVL2 meta-initialization compatibility." }, { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different API breakages." + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying Qwen3.5 Moe from_pretrained failure; 45375 appears to pinpoint the root cause that explains the broader error in 45310." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Unrelated AttributeErrors in different helpers: Mistral regex patching vs auto_docstring kwargs processing." + "reason": "Different failure modes and code paths: model loading failure versus DeepSpeed ZeRO3 deque IndexError." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Both mention Gemma, but one is tokenizer roundtrip and the other is an image-text pipeline output failure." + "reason": "Both are AutoProcessor/backend-related, but one is about missing torchvision for video models and the other is an unrecognized image processor error; not the same bug." }, { "left": "issue:42994", - "right": "issue:43824", + "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to the Qwen2.5-VL import error." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same underlying bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "reason": "One is quantized model saving failure, the other is a Llama4Config attribute error; unrelated." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "Different subsystems and failures: Qwen3-VL-Moe from_pretrained issue versus missing processor save_pretrained files." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both are Qwen3-family issues, but they target different models and different failure modes." + "reason": "No meaningful overlap beyond generic bug-report wording; the actual model failures differ." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Both mention processors/vision, but one is a SigLIP2 doc example bug and the other is missing vision-backend handling in AutoProcessor; not the same underlying issue." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different problems." + "reason": "Both are vision-model issues, but one is a missing attribute in SAM 3 video output and the other is a qwen2.5-vl position-id bug." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Both involve FP8, but one is accuracy degradation and the other is saving a MoE model." + "reason": "Tokenizer-loading trouble versus continue_final_message behavior for mistral_common tokenizers; related area, different bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure." + "reason": "Different import/runtime failures: NameError during sentence-transformers import versus Qwen3.5 kernel registration error." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Packaging/backend dependency issues are not the same as a non-existent image_utils import." + "reason": "Both touch generation/attention behavior, but one is a post-sync_gpus kwargs update issue and the other is a torch.compile attention-kernel divergence." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "A pretrained preset legacy-field load bug is unrelated to a pytest-xdist race on captured_info.txt." + "reason": "Different Gemma-related failures: processor missing _tokenizer versus tokenizer roundtrip failure on \u2581." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Both are CI/test infrastructure problems, but they are caused by different code paths and failure modes." + "reason": "Quantization offloading problem and pipeline-parallelism output corruption are distinct issues." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Model config recognition failure is unrelated to the xdist file-race in testing utilities." + "reason": "Incorrect output under pipeline parallelism versus an infinite loop on a specific image; not the same code-path bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "MLflow reporting on failed jobs and DeepSpeed OOM are separate training issues." + "reason": "Both are missing-import issues, but they refer to different objects and different regressions." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Python version compatibility and an image_utils import failure are not the same bug." + "reason": "Tokenizer regex patch crash versus auto-docstring annotation parsing crash; unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Both touch packaging/import surfaces, but one is missing TensorFlow backend support and the other is dummy class cleanup." + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are not the same underlying bug." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Sentence-Transformers loading stall is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Quantized model saving and Qwen2_5_VL import failure are unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:42673", + "right": "issue:43704", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they concern different APIs and different regressions." + "reason": "Same title text, but the later issue is not clearly the same underlying bug from the provided summaries alone; do not merge on title similarity only." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different model bugs: MIMI encoder batching/padding-mask mismatch vs MoE load-balancing loss omission." + "reason": "Both are import errors, but they concern different symbols and different regressions." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Gemma4 bidirectional mask construction and MaskGenerationPipeline batch bookkeeping are unrelated." + "reason": "dtype drift between training/eval and a ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:44623", + "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Missing files on processor.save_pretrained is unrelated to Qwen3.5 MoE loading." + "reason": "Both involve Qwen Moe models, but the model families and reported failures differ enough that this is not safely the same bug." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL-Moe inference failure and FP8 save_pretrained on MoE are different issues." + "reason": "FP8 save_pretrained failure versus Qwen3.5 Moe from_pretrained error; different code paths." }, { - "left": "issue:43278", + "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Embedding dtype drift and janus image-generation test failure are unrelated." + "reason": "Generation-kwargs handling and a janus image-generation test failure are distinct." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Both mention performance/memory symptoms, but the VRAM leak and FA2 long-context regression are different bugs." + "reason": "Different FP8-related issues: accuracy regression versus save_pretrained failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet, and the only clearly supported duplicate is issue:42673 / issue:43704 with the same title and stronger context on 42673. The other soft-pair rejections stay conservative and do not overclaim equivalence based on lexical overlap alone." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5 Moe cluster around 45310/45375/45478 is a reasonable canonical choice, and the false pairs are not overstated." }, "evaluator_used": true, "retried": false, @@ -13577,36 +13442,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:22355", "issue:27957", - "issue:28282", "issue:30333", + "issue:30990", + "issue:33290", "issue:34689", "issue:35141", "issue:36331", + "issue:42175", "issue:42222", - "issue:42796", - "issue:42831", + "issue:42673", "issue:42898", "issue:43116", "issue:43295", + "issue:43377", "issue:43479", - "issue:43644", + "issue:43504", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", "issue:44016", "issue:44060", - "issue:44075", "issue:44079", "issue:44190", - "issue:44222", - "issue:44295", - "issue:44297", - "issue:44448", + "issue:44242", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", @@ -13617,270 +13481,265 @@ "issue:45103", "issue:45125", "issue:45200", - "issue:45245", + "issue:45310", "issue:45356", "issue:45405", - "issue:45656", + "issue:45561", + "issue:45600", "issue:45712", "issue:45812", - "issue:46132", + "issue:46077", + "issue:46123", "issue:46231", - "issue:46665" + "issue:46693" ], "soft_pairs": [ + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:30333|issue:33290", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:44623|issue:45310", "issue:43479|issue:44869", + "issue:42673|issue:46693", "issue:44016|issue:46231", - "issue:42222|issue:45200", "issue:42898|issue:45812", + "issue:42222|issue:45200", "issue:43723|issue:44568", - "issue:43479|issue:44079", - "issue:42898|issue:44779", "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:43479|issue:44079", "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:27957|issue:30333", - "issue:42898|issue:45356", "issue:30333|issue:34689", + "issue:42898|issue:45356", "issue:42898|issue:43295", + "issue:43116|issue:44190", "issue:45405|issue:45712", "issue:44060|issue:45125", - "issue:43116|issue:44190", - "issue:44295|issue:45656", - "issue:30333|issue:36331", - "issue:44933|issue:45712", - "issue:30333|issue:35141", - "issue:44075|issue:46231", - "issue:22355|issue:28282", - "issue:44222|issue:44297", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:42831|issue:44623", - "issue:43479|issue:43644", - "issue:44297|issue:45656", - "issue:45245|issue:46132", - "issue:44222|issue:44623", - "issue:43479|issue:46665" + "issue:30333|issue:36331" ], - "prepared_review_unit_hash": "5f2cfa0773070d670e38ff21b6234a3a52635bae75961be45dbcbbaea8c51e65", + "prepared_review_unit_hash": "4ecad5d5ce7b74c1cee8bb80c6d89d716d80090e59cfc4da9b9acf84720ca699", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36891, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37327, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers issues with some superficial overlap around tokenizer/v5 regressions and import errors, but none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "issue:43723 is the broadest, most umbrella-like public API regression in the set (`AutoTokenizer.from_pretrained` in v5), making it the best canonical issue among these heterogeneous reports.", + "summary": "No convincing duplicate cluster here: the issues span unrelated subsystems and failure modes, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for the cluster; the items are heterogeneous. If one representative is needed, issue:45812 is the strongest standalone bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest representative because it targets a core entrypoint, has broad user impact, and is more general than the model-specific or highly specialized reports here.", + "best_issue_reason": "issue:45812 is the best representative issue: it describes a broad, concrete, user-visible silent regression with clear model scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Different subsystems: multimodal config initialization vs Whisper word-timestamp decoding crash." - }, - { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated." + "reason": "Unrelated: model preset loading with legacy fields vs a pytest-xdist file race in testing utils." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different bugs." + "reason": "Different problems: backend extras packaging vs a missing import in image_utils." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "One is `clean_up_tokenization_spaces`; the other is wrong token IDs for Granite models." + "reason": "Both touch tests/CI, but one is an xdist capture-file race and the other is stale auto_mappings config references." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs/models and different code paths." + "reason": "MLFlow reporting failure is unrelated to an OOM from Adafactor in DeepSpeed." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Config defaulting bug vs `ModelOutput` key assignment bug; no shared underlying change." + "reason": "Model config recognition bug vs testing utility race; no shared code-path." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both mention v5 tokenization regressions, but the concrete failures are different (`clean_up_tokenization_spaces` vs Deepseek codec handling)." + "reason": "Python version compatibility issue vs a missing import; different causes and fixes." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Missing image-processor method is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "Packaging/backend dependency issue vs leftover dummy classes leaking into repo checks." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers import failure and missing Qwen class import are distinct import errors." + "reason": "Loading hang for sentence-transformers is unrelated to embedding resizing reinitialization." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Serve KV-cache tensor indexing and auto-docstring annotation handling are unrelated." + "reason": "Tokenizer cleanup behavior change vs add_special_tokens not adding BOS/EOS tokens; different tokenizer paths." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Flash Attention model support and MLflow reporting on failed jobs are separate issues." + "reason": "Attention-mask semantics for Gemma 4 are unrelated to the partial-batch pipeline result-dropping bug." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Different tokenizer regressions for different models; not the same bug." + "reason": "Missing padding-mask support in MIMI encoder vs gating of load-balancing loss by output_router_logits." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "MLflow failure reporting vs Llama 3.2 model-loading regression are unrelated." + "reason": "Missing files from processor.save_pretrained is not the same as Qwen3.5 Moe from_pretrained failure." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Tokenization cleanup behavior and processor/tokenizer image-passing regression are different code paths." + "reason": "Config default initialization bug vs Whisper word-timestamp decode crash; no overlap." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Dependency version bump issue vs leftover dummy classes fail check_repo; unrelated." + "reason": "VRAM leak in multi-threaded dataloading is distinct from an FA2 long-context performance regression." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Incorrect tied-weights warning is different from missing `_tp_plan` for tensor parallelism." + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Example script multi-label output bug and local dataset loading failure are distinct." + "reason": "Both are tokenizer-related regressions, but they affect different behaviors and code paths." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Position-id buffer access and deepspeed optimizer double-step are unrelated training/runtime bugs." + "reason": "Vitpose model breakage is unrelated to Gemma 4's mm_token_type_ids defaulting issue." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "MLflow reporting failure and `compute_loss` signature mismatch are not the same issue." + "reason": "Tokenizer loading failure vs special-token insertion regression; different failure surfaces." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Missing `image_utils` import and stray dummy PT classes are unrelated packaging/cleanup problems." + "reason": "Missing image-patch method in GLM46V vs legacy remote-code incompatibility in InternVL2; not the same bug." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "MLflow tracking bug vs embedding reinitialization after resize are different issues." + "reason": "Different tokenizer regressions: cleanup-space behavior vs Deepseek codec handling." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Optimizer args being ignored is unrelated to a documentation parameter-name typo." + "reason": "Default multimodal config initialization is unrelated to ModelOutput key assignment when values were previously None." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they stem from different missing modules/dependencies and different fixes." + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL class export; different modules and causes." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "FP8 `save_pretrained` bug and tokenizer config class mismatch are separate serialization issues." + "reason": "Serving KV-cache tensor indexing crash is unrelated to the auto_docstring annotations bug." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior changes are not the same code-path problem." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting after training failure." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer BPE-marker handling for a specific model is different from generic `AutoTokenizer.from_pretrained` loading in v5." + "reason": "Training-job reporting problem vs model loading regression for Llama 3.2 Vision; no shared code path." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "FP8 accuracy issue and missing processor save files are unrelated." + "reason": "Tokenizer cleanup behavior change is not the same as Kimi-K2.5 codec regression and warning mismatch." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Defaulting config fields when `None` is unrelated to filling non-persistent buffers with junk." + "reason": "Generic tokenizer cleanup change vs custom code breaking on processor.tokenizer/image handling; different regressions." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer config mismatch and deepspeed double-step are unrelated." + "reason": "Example script returning empty multi-label results is unrelated to loading a local dataset in the no-trainer image classification script." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Category-count runtime limit and attention interface behavior change are unrelated." + "reason": "Dependency version bump issue is unrelated to dummy class cleanup and repo-check failures." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FP8 moe save issue and processor save-pretrained missing files are different serialization bugs." + "reason": "Incorrect tied-weights warning is a different tensor-sharing bug than missing tensor-parallel plan metadata." }, { - "left": "issue:43479", - "right": "issue:46665", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Config initialization with `None` and `from_pretrained` behavior inside Python classes are distinct issues." + "reason": "MLFlow reporting on failure is unrelated to the CustomTrainer compute_loss signature mismatch." } ] }, @@ -13902,297 +13761,292 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:22355", - "issue:27957", - "issue:30990", - "issue:38175", + "issue:28282", + "issue:30333", + "issue:35141", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", - "issue:42907", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43644", "issue:43723", + "issue:44075", "issue:44190", "issue:44206", "issue:44222", - "issue:44261", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", "issue:44734", - "issue:44829", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45245", "issue:45310", - "issue:45357", - "issue:45381", + "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", "issue:46132", "issue:46209", + "issue:46231", "issue:46305", - "issue:46328", "issue:46421", "issue:46424", "issue:46431", - "issue:46655", + "issue:46665", "issue:46710" ], "soft_pairs": [ + "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:44448|issue:46132", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:46665", "issue:41628|issue:42757", "issue:45071|issue:46082", - "issue:46132|issue:46710", "issue:44373|issue:44485", + "issue:46132|issue:46710", "issue:44297|issue:45310", "issue:43723|issue:44977", - "issue:44222|issue:44484", "issue:44263|issue:45092", + "issue:44222|issue:44484", "issue:44190|issue:46082", - "issue:44206|issue:45103", "issue:43232|issue:46424", + "issue:44206|issue:45103", "issue:43122|issue:46209", "issue:43232|issue:45834", "issue:44734|issue:46421", "issue:43475|issue:46305", "issue:46209|issue:46431", - "issue:46305|issue:46655", - "issue:44263|issue:44360", - "issue:30990|issue:38175", - "issue:44295|issue:44623", - "issue:43644|issue:46305", - "issue:45092|issue:45357", - "issue:45381|issue:46305", - "issue:44263|issue:44373", - "issue:44261|issue:45092", - "issue:42907|issue:46050", - "issue:44279|issue:46328", - "issue:44829|issue:46002", - "issue:42831|issue:45310", - "issue:22355|issue:27957" + "issue:44263|issue:44360" ], - "prepared_review_unit_hash": "b0fe3e29c79db7ba6fc7ecd64b334c4cfa6a870308a6631a7cc352546133f1ad", + "prepared_review_unit_hash": "bbe042f977e697ed2e0bb117de4b0b4a932f146bc2fb1bdb2b425e3257745623", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36308, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and appears to contain loosely related Transformers issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so all are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43644 is the most broadly scoped core-regression report in the set (v5 buffer handling/loading), so it is the best representative issue if one must be chosen.", + "summary": "This is not a true duplicate cluster: the items span unrelated import errors, tokenizer regressions, config/initialization bugs, FP8 issues, generation bugs, and docs nits. All soft-pair proposals are false positives and should be kept separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43122 is the broadest regression report in the set and the best representative of the small tokenizer/version-behavior subset; there is no stronger single canonical issue because the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest umbrella candidate: it targets a central Transformers v5 runtime behavior and is more infrastructure-level than the mostly model-specific reports.", + "best_issue_reason": "issue:43122 is the most general user-facing issue here and the closest thing to an anchor among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Different import failures from different packages and symbols; no shared code path." - }, - { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "One is PreTrainedConfig type checking, the other is LlamaConfig validation for head_dim; unrelated." + "reason": "Registered-buffer read error vs. deepspeed optimizer being stepped twice; unrelated bugs." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "AttentionInterface registration behavior change is not the same as a model accuracy regression after upgrade." + "reason": "MLflow reporting on failed training jobs vs. embedding reinitialization after resize; different code paths." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Docstring typo for position_ids vs a RoPE implementation bug; different issue types and code paths." + "reason": "Missing `transformers.onnx` module vs. missing PyTorch for `AutoModel`; both import-related but not the same bug." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Nonexistent `image_utils` import vs. leftover dummy classes leaking into `dir(transformers)`; different issues." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Generic AutoTokenizer loading problem vs flash-attention generation failure in a specific model." + "reason": "Ignored SGD optimizer arguments vs. a docstring naming mismatch; code bug vs. documentation bug." }, { "left": "issue:44222", - "right": "issue:44484", + "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained bug and max_shard_size default question are not the same bug." + "reason": "FP8 `save_pretrained` issue in MoE models vs. tokenizer class metadata mismatch; unrelated save/load problems." }, - { - "left": "issue:44263", - "right": "issue:45092", + { + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "torch.split/indexer behavior and remote-code meta-init incompatibility are unrelated." + "reason": "Model output differs between v4 and v5 vs. `AttentionInterface.register` changing function behavior; not the same defect." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Dataset loading in example script vs LlamaConfig head_dim validation; different subsystems." + "reason": "FineGrainedFP8 accuracy regression vs. missing files from `processor.save_pretrained`; different functionality." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "FeatureExtractor arg regression and auto-docstring annotation crash are unrelated." + "reason": "Tokenizer BPE marker handling vs. `AutoTokenizer.from_pretrained` loading failure; both tokenizer-related but distinct bugs." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both involve generation/cache, but they are different cache behaviors and code paths." + "reason": "Tokenizer config mismatch vs. optimizer step being called twice; no meaningful overlap." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Tokenizer-version mismatch is unrelated to FP8 inference failure on B200." + "reason": "Default multimodal config initialization vs. non-persistent buffers being filled with junk; different initialization bugs." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to long OCR index errors." + "reason": "Category-count limit error vs. attention registry behavior change; unrelated." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "KV-cache continuation indexing crash is different from lazy cache init causing recompilation." + "reason": "FP8 MoE serialization bug vs. processor serialization missing files; both mention save/load, but not the same problem." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:43479", + "right": "issue:46665", "accept": false, - "reason": "SAM3 video missing attribute and MoonshineStreaming off-by-one are distinct bugs." + "reason": "Config defaults when passed `None` vs. inconsistent `from_pretrained` behavior inside Python classes; separate causes." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "FP8 inference on B200 is unrelated to missing chat template support." + "reason": "Missing `AutoImageProcessor` import vs. missing `is_offline_mode` import; different symbols and failures." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Sliding-window mask off-by-one and video padding calculation are different implementations and symptoms." + "reason": "`PretrainedConfig` type checking regression vs. `LlamaConfig` head_dim validation; different config issues." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "DSA indexer torch.split behavior and missing ReLU are not the same underlying bug." + "reason": "Wrong docstring for `position_ids` vs. GLM-5 RoPE implementation bug; documentation vs. model math." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." + "reason": "Behavior change in registered attention functions vs. accuracy regression after upgrade; not the same code-path bug." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Position_ids buffer access and processor.save_pretrained missing files are separate save/load issues." + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 MoE `from_pretrained` error; unrelated." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Core buffer initialization regression is unrelated to a streaming mask off-by-one bug." + "reason": "`AutoTokenizer.from_pretrained` issue vs. flash-attention generation bug in Qwen3.5; different subsystems." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same as incorrect visual encoder keys on save_pretrained." + "reason": "`torch.split` return-value handling in one indexer vs. InternVL2 remote-code/meta-init incompatibility; not the same bug." }, { - "left": "issue:45103", - "right": "issue:46305", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Docstring/annotation crash and sliding-window masking are unrelated." + "reason": "FP8 MoE save bug vs. `max_shard_size` default question; unrelated save_pretrained topics." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to a docstring error." + "reason": "Local dataset loading in an example script vs. `LlamaConfig` head_dim validation; completely different." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Missing rms_norm_eps in MLA is a model math/config issue, not a remote-code meta-init incompatibility." + "reason": "Generation kwarg update after `sync_gpus` vs. cache length handling for quantized cache; different cache/generation behaviors." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Both are save/load quantization topics, but different quantization methods and failure modes." + "reason": "Feature-extractor center-argument crash vs. auto-docstring crash under future annotations; unrelated." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Generic dependency issue and feature-extractor padding performance issue are unrelated." + "reason": "Tokenizer output changed across versions vs. FP8 inference failing on B200; unrelated regression types." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Flash-attention training degeneration and NaNs on checkout/init are different failure modes." + "reason": "Docstring typo vs. RoPE implementation discussion; not the same artifact." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 MoE from_pretrained error." + "reason": "FP8 inference failure on B200 vs. missing chat template error; distinct model/runtime issues." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "ONNX import error and XLMRoberta Flash Attention 2 are unrelated." + "reason": "`torch.split` return handling vs. missing ReLU in the DSA indexer; same broad area but different concrete defects." } ] }, @@ -14214,13 +14068,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", - "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -14234,38 +14088,51 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43576", + "issue:43644", "issue:43646", - "issue:43756", - "issue:43784", "issue:43824", - "issue:43937", - "issue:43976", "issue:44038", - "issue:44060", - "issue:44117", "issue:44188", "issue:44261", "issue:44263", + "issue:44279", "issue:44295", - "issue:44297", "issue:44373", "issue:44483", - "issue:44488", "issue:44568", - "issue:44704", + "issue:44623", + "issue:44829", "issue:44945", - "issue:44964", + "issue:45092", "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", "issue:45406", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", "issue:46369", - "issue:46402" + "issue:46402", + "issue:46655" ], "soft_pairs": [ + "issue:46305|issue:46655", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44295|issue:44623", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:22355|issue:27957", "issue:44483|issue:45406", "issue:41628|issue:43824", "issue:42831|issue:44038", @@ -14276,235 +14143,230 @@ "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:43232|issue:45593", - "issue:43408|issue:46369", "issue:42886|issue:42994", + "issue:43232|issue:45593", "issue:44188|issue:44373", + "issue:43408|issue:46369", "issue:44261|issue:44373", "issue:43646|issue:46002", "issue:42796|issue:43122", "issue:42371|issue:44263", - "issue:42907|issue:44945", - "issue:30990|issue:33357", - "issue:43756|issue:44060", - "issue:43576|issue:43784", - "issue:39401|issue:44488", - "issue:43976|issue:44945", - "issue:41628|issue:45278", - "issue:42907|issue:44964", - "issue:44117|issue:44704", - "issue:44295|issue:44297", - "issue:43784|issue:45600", - "issue:42907|issue:43937" + "issue:42907|issue:44945" ], - "prepared_review_unit_hash": "f85abba938aee8f3c541d4e2cf20e231f750fb483ba4bbcdd45ae0c16846056d", + "prepared_review_unit_hash": "814962ce0a753e7e195fcb30024fffad99c388c30dbae920628c97c2017ff1bf", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36090, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "soft_pair_count": 32, + "serialized_chars": 36758, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated tokenizer, import, model-init, and model-specific regressions; no soft pair looks like the same underlying bug or change.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the broadest, most representative report in the set: it explicitly describes a version-upgrade wave of import failures, matching the strongest subtheme in this cluster.", + "summary": "The cluster is broad and noisy: it mixes unrelated tokenizer, import, generation, quantization, model-init, and processor bugs. None of the soft-similarity pairs are convincing duplicates of the same concrete code-path issue.", + "confidence": 0.74, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest standalone triage anchor: clear regression framing, concrete version range, and broad enough to subsume several import-error reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Different failure surfaces: chat-completions request handling vs Gemma4Processor serving crash; unrelated code paths." + "reason": "Both involve video-related masking/padding, but one is a MoonshineStreaming sliding-window off-by-one and the other is a SmolVLM video processor padding bug." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Both are import errors, but they involve different symbols/models and appear to be separate missing-export issues." + "reason": "One is a loading hang for Sentence Transformers and the other is zero probabilities in a SigLIP2 model; different symptoms and likely different code paths." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Different bug classes: FineGrainedFP8 accuracy vs Qwen3-VL-Moe compatibility." + "reason": "Both touch model save/load compatibility, but they describe different failures in different models: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both SAM3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + "reason": "A position_ids buffer read error and missing files from processor.save_pretrained are separate serialization problems, not the same bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Transformers.onnx import failure vs tokenizer spacing behavior; unrelated." + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is unrelated to a sliding-window attention mask off-by-one." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "FP8 accuracy regression vs image-triggered infinite loop; different underlying problems." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config issue, not the same as the InternVL meta-initialization compatibility bug." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Both tokenizer regressions, but wrong offset mapping and missing BOS/EOS insertion are distinct behaviors." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to a wrong docstring for position_ids." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Shared import-error theme, but one is a specific huggingface_hub symbol issue and the other is a broader version-wide import regression." + "reason": "Both are video/vision-adjacent, but one is a Qwen2.5-VL position_ids regression and the other is a MoonshineStreaming mask off-by-one." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Flash Attention 2 support issue vs Sentence Transformers loading hang; not the same code path." + "reason": "Both concern quantized model persistence, but one is about failing to save dequantized Ministral/Devstral models and the other is a sinq save_pretrained/from_pretrained breakage." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Offline cache load failure vs wrong tokenizer decoder type; different tokenizer subsystems." + "reason": "A dependency issue and a SequenceFeatureExtractor.pad performance regression are not the same underlying bug." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Generation kwargs update bug vs D-FINE auxiliary-loss issue; unrelated." + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are both training problems, but they are not the same failure mode or code path." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "sam3_video/sam3_tracker mismatch warning vs SAM3 LiteText memory overflow; different failures." + "reason": "FineGrainedFP8 accuracy issues and a Qwen3.5 MoE from_pretrained error are unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Tokenizer offline/cache bug vs quantized model saving failure; unrelated." + "reason": "A missing transformers.onnx module and an XLMRoberta Flash Attention 2 issue are completely different problems." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Compile-dependent attention divergence vs a docstring issue; clearly unrelated." + "reason": "The chat/completions request rejection and the Gemma4Processor _tokenizer crash affect different serving paths." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Precision bug in MLA layernorm vs documentation typo; unrelated." + "reason": "Both are import errors, but they concern different missing symbols and likely different export breakages." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Custom model initialization regression vs NaNs after checkout/init; only loosely related at a very broad level." + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe import/use failure are not the same bug." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer BPE-marker handling vs changed tokenization across versions; not the same concrete defect." + "reason": "A sam3_video vs sam3_tracker warning and missing Sam3Model text encoder weights are separate model-loading issues." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "TF32 settings warning vs torch.split return-values bug; unrelated." + "reason": "Missing transformers.onnx and tokenizer adds an extra space after an added token do not describe the same defect." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Dequantized model saving vs pipeline-parallel output correctness; different code paths." + "reason": "FineGrainedFP8 accuracy drift and a Qwen3_5 infinite loop on a specific image are unrelated failures." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Loading hang vs MacOS bus error; distinct failure modes/models." + "reason": "Both are tokenizer behavior bugs, but one is wrong offset_mapping for Qwen3 and the other is add_special_tokens failing to add BOS/EOS for mdeberta-v3-base." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "RoPE-layer dropping vs tied-weights warning; separate model-assembly bugs." + "reason": "The is_offline_mode import error may be one symptom class, but 'many import errors after update' is broader and not the same concrete bug." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Broken env command vs Sentence Transformers import NameError; unrelated." + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are unrelated." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Tokenizer offset-mapping bug vs model loading failure for a specific model; not the same issue." + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are distinct tokenizer issues." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Python-version compatibility vs pipeline-parallel output bug; unrelated." + "reason": "Offline cache loading failure and quantized model saving failure are different bugs." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Specific AutoImageProcessor import failure is one symptom, but 45278 is a broader multi-import regression rather than the same concrete bug." + "reason": "Generation state handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel branching bug and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Quantized-saving issue vs Phi-4 multimodal load failure; not the same." + "reason": "Both involve sam3 models, but a model-type warning and memory overflow in sam3-litetext are different issues." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; different from_pretrained issues." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and a wrong position_ids docstring are unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "position_ids buffer access bug vs tokenizer_class mismatch in saved config; separate save/load issues." + "reason": "Custom model initialization breakage and NaNs in classification heads upon checkout+init are both init-related, but not the same code-path bug." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Sentence-transformers import NameError vs auto_mappings referencing removed SAM3LiteText configs; unrelated." + "reason": "A Ministral tokenizer BPE-marker bug and a cross-version tokenization difference report are related only at a very high level." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Quantized saving failure vs invalid GenerationConfig for GLM-5; different functionality." + "reason": "TF32 API guidance and torch.split behavior in GlmMoeDsaIndexer are unrelated." } ] }, @@ -14526,297 +14388,310 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:22355", "issue:29127", "issue:29159", + "issue:30990", + "issue:33357", "issue:36296", - "issue:38617", "issue:39401", - "issue:42175", - "issue:42673", + "issue:41628", "issue:42757", - "issue:42898", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43278", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", - "issue:43611", + "issue:43576", + "issue:43756", + "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", - "issue:44188", + "issue:44060", + "issue:44117", "issue:44222", "issue:44295", "issue:44297", "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", - "issue:45072", + "issue:44964", "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", - "issue:45753", - "issue:46002", + "issue:45600", "issue:46326", - "issue:46328", "issue:46614" ], "soft_pairs": [ + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44295|issue:44297", + "issue:42907|issue:43937", + "issue:44117|issue:44704", "issue:44625|issue:44829", - "issue:44704|issue:45290", "issue:44360|issue:44485", "issue:39401|issue:44521", + "issue:44704|issue:45290", "issue:43408|issue:43475", "issue:43122|issue:46326", "issue:43122|issue:44521", "issue:42907|issue:43452", - "issue:43116|issue:45200", + "issue:22355|issue:29159", "issue:44038|issue:44297", + "issue:43116|issue:45200", "issue:39401|issue:46614", - "issue:22355|issue:29159", "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:44038|issue:44295", "issue:43824|issue:44351", + "issue:44038|issue:44295", "issue:43122|issue:44779", "issue:36296|issue:43116", "issue:42757|issue:44351", "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328", - "issue:38617|issue:45278", - "issue:43937|issue:44485", - "issue:42898|issue:46614", - "issue:43611|issue:46002", - "issue:43066|issue:44779", - "issue:42673|issue:45072" + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "8275eead690c38183e0b0ba91b43b9b2569149c4ec50a2a39b22ee7c9df6f629", + "prepared_review_unit_hash": "e0fd92454c9afd1f975ffb70eb0ede29dbad4ac08782f9e7479030316fbfd585", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36371, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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 cluster is mostly heterogeneous. Several items are loose tokenizer-v5 regressions, but the rest are unrelated import, model-loading, training, and backend issues; none of the soft edges look like true duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43122 is the closest cluster anchor because it is the broadest tokenizer-regression report and overlaps with several other tokenizer-related soft matches, but it still does not unify the cluster into a single duplicate bug.", + "summary": "The soft pairs are mostly broad-similarity false positives across unrelated bugs, models, or APIs. None of the candidates looks like the same underlying change with enough specificity to merge.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous. If forced to pick a representative, issue:44038 is the most concrete model-specific regression, but it is not a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most representative issue in the set by topic breadth and soft-edge connectivity, even though the overall cluster is too mixed to call it a true canonical duplicate.", + "best_issue_reason": "issue:44038 is the most self-contained, specific bug report in the set (clear model/version scope), but the overall cluster is too mixed for a strong global best.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Different bugs: Qwen3.5 num_labels propagation vs FlashAttention-3 training degeneration." + "reason": "Different model/platform failures; only vague loading symptoms overlap." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template tool-call handling are separate code paths." + "reason": "Same broad transformer area, but different models and defects (RoPE layers vs weight tying)." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "CLI env command vs sentence-transformers import NameError; unrelated code paths." }, { "left": "issue:39401", - "right": "issue:44521", + "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping and multimodal assistant_mask generation are distinct tokenizer behaviors." + "reason": "Different models and failure modes (offset mapping vs model load)." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing attribute error." + "reason": "Python/version compatibility issue vs pipeline-parallel output bug; unrelated." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Generic tokenizer regression and mistral_common continue_final_message bug are not the same failure." + "reason": "Save/dequantize bug vs model-load bug; different paths." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer-version inconsistency and multimodal assistant_masks are unrelated." + "reason": "Broad import-error theme only; one missing symbol, one many import failures." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Dequantized-save failure and gguf_file loading breakage affect different APIs." + "reason": "Sentence-transformers import NameError vs SAM3 CI mapping reference; unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Example-script empty multi-label output is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Both involve save/pretrained serialization, but one is buffer access, the other tokenizer config metadata." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3-VL-Moe loading issues are not the same as tokenizer_class metadata mismatch on save_pretrained." + "reason": "Save/export bug vs generation config validation bug; unrelated." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Offset-mapping correctness and stale phonemizer backend state are different tokenizer subsystems." + "reason": "Both touch from_pretrained plumbing, but tokenizer mapping None vs processor cached_file kwargs are different bugs." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to slow-vs-fast tokenizer inconsistency." + "reason": "Configuration propagation vs flash-attention training degeneration; unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both mention Qwen3.5 and v5.4.0, but one is save_pretrained corruption and the other is a from_pretrained load error." + "reason": "Completely different model discussions." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Qwen3-VL-Moe regression and FP8 save_pretrained for moe are different bugs." + "reason": "Tokenizer offset mapping vs multimodal chat masking; different issues." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Neither title nor described path matches; one is Qwen3-VL-Moe, the other is position_ids buffer access." + "reason": "Different APIs: AutoProcessor kwargs passthrough vs chat template tool-call crash." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Qwen2_5_VLForConditionalGeneration import failure and HybridCache import failure are separate missing-symbol issues." + "reason": "Same SAM3 family, but config-type warning and missing output attribute are distinct bugs." }, { "left": "issue:43122", - "right": "issue:44779", + "right": "issue:46326", "accept": false, - "reason": "Generic tokenization changes in v5 are not the same as DeepSeek-specific incorrect results." + "reason": "Tokenizer regression vs continue_final_message behavior; different code paths." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label classification failure are unrelated." + "reason": "Tokenization regression vs multimodal assistant masks; not the same bug." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are different import errors." + "reason": "Different load/save mechanisms (gguf load vs dequantized save)." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to pipeline-parallelism output corruption." + "reason": "Different submodules: ONNX import vs slow/fast tokenizer inconsistency." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "ONNX import failure and LayoutLMv3 error-message clarity are not the same bug." + "reason": "Qwen3-VL-Moe load bug vs tokenizer config save mismatch; unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Missing TensorFlow backend in torch extra install and Python 3.14 load failure are different environment issues." + "reason": "Example-script classification bug vs mm_token_type_ids handling; different features." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to Qwen3_5 infinite-loop behavior." + "reason": "Different tokenizer families and bugs; only both are tokenizer-related." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "torch.compile attention branching and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Qwen3.5 save_pretrained checkpoint issue vs from_pretrained error; related family but not the same concrete bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "A specific missing import and broad post-upgrade import breakage are not the same concrete defect." + "reason": "Both mention MoE, but one is Qwen3-VL load and the other FP8 save_pretrained." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are unrelated." + "reason": "Different missing imports from different packages/symbols." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "v5 clean_up_tokenization_spaces behavior change is unrelated to stale phonemizer language state." + "reason": "Tokenizer/model load bug vs position_ids buffer access bug." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are different model issues." + "reason": "Both are tokenizer regressions, but different models and symptoms." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as DeepSeek tokenization regression." + "reason": "Tensor-parallel training bug vs example-script classification issue." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different libraries." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch vs pipeline-parallel output bug; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threading and dtype mismatch in bfloat16 inference are unrelated." + "reason": "ONNX import failure vs LayoutLMv3 error-message clarity; unrelated." } ] }, @@ -14838,20 +14713,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28348", - "issue:33453", - "issue:39401", + "issue:38617", + "issue:42175", "issue:42222", "issue:42371", "issue:42673", "issue:42796", + "issue:42898", "issue:43064", "issue:43066", "issue:43116", "issue:43441", "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", @@ -14861,267 +14738,257 @@ "issue:43992", "issue:44038", "issue:44075", - "issue:44117", - "issue:44291", + "issue:44188", "issue:44355", - "issue:44380", - "issue:44466", + "issue:44485", "issue:44625", "issue:44704", + "issue:44779", "issue:44936", + "issue:44938", "issue:44995", - "issue:45071", + "issue:45072", "issue:45083", - "issue:45356", + "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", "issue:45563", - "issue:45588", + "issue:45753", "issue:46002", - "issue:46077", "issue:46231", "issue:46328", "issue:46614", "issue:46640", - "issue:46655", "issue:46697", "issue:46710" ], "soft_pairs": [ - "issue:44355|issue:46231", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43066|issue:44779", "issue:43116|issue:43493", + "issue:44355|issue:46231", "issue:43976|issue:45446", - "issue:44625|issue:46002", "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44625|issue:46002", "issue:42371|issue:43874", "issue:45357|issue:45478", "issue:45083|issue:45446", + "issue:43116|issue:43825", "issue:44075|issue:44936", "issue:42222|issue:43441", - "issue:43116|issue:43825", "issue:43992|issue:44704", - "issue:44995|issue:46697", "issue:28348|issue:46640", + "issue:44995|issue:46697", "issue:43066|issue:46710", - "issue:42673|issue:42796", "issue:43827|issue:45446", "issue:43064|issue:43673", "issue:43937|issue:45563", - "issue:33453|issue:39401", - "issue:42673|issue:46655", - "issue:44380|issue:46077", - "issue:45356|issue:46614", - "issue:43673|issue:46328", - "issue:44291|issue:45071", - "issue:45071|issue:46614", - "issue:44117|issue:45588", - "issue:45405|issue:45446", - "issue:44466|issue:46002" + "issue:42673|issue:42796" ], - "prepared_review_unit_hash": "f2f305aee33cd5c19543b04700d0f72e8a580349f816656450d3f4432ec634e6", + "prepared_review_unit_hash": "1c45d5eeb2076f0fba5156933fab72880a21a72b855222bf8948feb8c2175d77", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36259, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35185, + "estimated_input_tokens": 8797, + "estimated_eval_tokens": 17850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regression reports, tokenizer issues, model-loading bugs, and unrelated subsystem bugs. I found no soft pair that clearly describes the same underlying defect, so I would not merge any of these items as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45478 is the most representative anchor for the cluster\u2019s repeated v5 model-loading regression theme: it is concrete, recent, and model-specific (Qwen3.5 MoE from_pretrained).", + "summary": "The set is mostly a loose cluster of Transformers v5 regressions and model-specific bugs rather than true duplicates. The soft links are title-level similarities, not the same concrete issue. No PRs were provided. The broadest umbrella issue is 45278, but the cluster is heterogeneous.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report for post-v5 import/load regressions and can serve as the closest canonical issue, though it is still too generic to subsume the rest cleanly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the best single issue to represent this cluster because it captures a specific, actionable v5 regression rather than a generic API complaint.", + "best_issue_reason": "issue:45278 is the most suitable single issue for triage because it covers a broad class of v5 breakages and is more general than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Compiled-Python-file execution errors and a docs parameter-name typo are unrelated." + "reason": "Different failures: backend dependency mismatch for pip extra vs Python 3.14 import/load breakage." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Multi-label classification example failure and SigLIP2 HF/JAX discrepancy are different bugs." + "reason": "Unrelated model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Python-version compatibility breakage and a flex_attention version-check bug are different code paths." + "reason": "Different areas: attention-kernel divergence under torch.compile vs a SequenceFeatureExtractor padding performance issue." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Propagating num_labels and NaNs in classification heads are not the same defect." + "reason": "GLM-5 generation config validation error is not the same as a RoPE implementation discussion." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both involve Qwen MoE models, but they are different model variants and different loading failures." + "reason": "Both mention import problems, but one is a specific missing symbol and the other is a broad post-upgrade import-error roundup." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "Different tokenizer/language-path bugs: v5 tokenization cleanup behavior vs stale phonemizer backend state." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "save_pretrained visual-key serialization and from_pretrained loading failure are separate problems." + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "A qwen3_omni_moe helper bug and a flex_attention import/version check are unrelated." + "reason": "Both are tokenizer-related, but one is a wrong decoder type in v5 and the other is Deepseek tokenization output corruption." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Unused SGD args and train/evaluate lifecycle failure are different issues." + "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation mismatch." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "VitPose breakage and a Ministral FlashAttention failure do not share a concrete bug." + "reason": "Compiled Python file errors are not the same as a documentation parameter-name mismatch." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "A multi-label example script bug and an incorrect pipeline error message are not the same underlying issue." + "reason": "Python-version compatibility issue is distinct from an incorrect torch version check in flex_attention." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens weight and cached_file kwargs forwarding are different loading paths." + "reason": "Related to Qwen3.5/Moe, but these describe different from_pretrained failures and are not the same code-path bug." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Stale indexer cache crash and image over-padding are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel CI." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Feature request for GPT2 flash-attention support and a generic flash-attention issue are not the same change." + "reason": "Qwen3.5 num_labels propagation bug is separate from NaNs in classification heads." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are too broad and not the same bug." + "reason": "TF32 API warning is unrelated to a missing image-patch-count method in GLM46VImageProcessorFast." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and BPE-marker tokenizer handling are unrelated." + "reason": "Both involve Qwen3.5/Moe, but one is save_pretrained key regression and the other is from_pretrained load error." }, { - "left": "issue:43827", + "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and chunked-prefill cache absence are different training/generation bugs." + "reason": "Feature-extraction length helper behavior is unrelated to the flex_attention version-check bug." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are not the same defect." + "reason": "Classification example output bug is unrelated to a pipeline() error message about translation support." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different issues." + "reason": "Optimizer SGD arguments not being used is not the same as trainer.evaluate() failing after trainer.train()." }, { - "left": "issue:42673", - "right": "issue:46655", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Qwen3 VRAM leak and SmolVLM padding bug are unrelated." + "reason": "Vitpose model breakage and Ministral FlashAttention failures are different model-specific issues." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "GPT2 attention scaling ignored and Gemma4 bidirectional mask bug are different model-specific attention issues." + "reason": "Missing embed_tokens weight loading is unrelated to AutoProcessor kwargs forwarding." }, { - "left": "issue:45356", - "right": "issue:46614", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Kimi tokenizer codec regression and Wav2Vec2 phonemizer backend-state bug are unrelated tokenizer problems." + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is a generic flash-attention issue with no shared concrete code path." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Generation cache missing and feature-extractor padding inefficiency are unrelated." + "reason": "Stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "init_empty_weights unexpected-arg failure and PretrainedConfig type-checking breakage are different v5 regressions." + "reason": "Tokenizer decoder-type regression is unrelated to DeepSeek accuracy regression after upgrade." }, { - "left": "issue:45071", - "right": "issue:46614", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "PretrainedConfig type checking and stale phonemizer language state are unrelated." + "reason": "Docs referencing pipeline() and a flex_attention version check are different changes, not the same bug." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention sink-less model crash are different code paths." + "reason": "Trainer optimizer-state bug under v5/FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "PEFT version pinning and a PyTorch version-check bug are unrelated maintenance issues." + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are different generation issues." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different problems." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a tokenizer BPE-marker handling bug." } ] }, @@ -15143,16 +15010,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", "issue:42617", - "issue:43066", - "issue:43097", + "issue:42673", "issue:43122", "issue:43408", "issue:43450", @@ -15160,48 +15027,58 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44075", "issue:44117", - "issue:44220", "issue:44261", - "issue:44263", + "issue:44291", + "issue:44380", "issue:44410", + "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:45356", "issue:45362", - "issue:45478", - "issue:45542", + "issue:45405", + "issue:45446", "issue:45561", - "issue:45656", + "issue:45588", + "issue:46002", + "issue:46077", "issue:46178", - "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512", - "issue:46617" + "issue:46614", + "issue:46617", + "issue:46655" ], "soft_pairs": [ - "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:45071|issue:46614", + "issue:44117|issue:45588", + "issue:44466|issue:46002", "issue:44410|issue:45310", + "issue:39401|issue:44779", "issue:43937|issue:44977", - "issue:43450|issue:43986", "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:38617|issue:41628", @@ -15214,226 +15091,216 @@ "issue:44877|issue:46231", "issue:44484|issue:45310", "issue:42371|issue:46617", - "issue:39401|issue:46209", - "issue:43937|issue:44496", - "issue:44933|issue:45278", - "issue:44410|issue:45478", - "issue:44075|issue:45656", - "issue:38617|issue:44220", - "issue:44263|issue:44485", - "issue:43066|issue:43122", - "issue:42222|issue:45542", - "issue:43097|issue:44493", - "issue:43673|issue:45341" + "issue:43937|issue:44496" ], - "prepared_review_unit_hash": "a1397dedcfc4936d36be8c5ee970e77bbf02e7d89142bfd8912716cc065b1a5d", + "prepared_review_unit_hash": "f898e275d89eb0f25c1a45b95cd7af6cd42e05e987ad13057088bcc9a4df9e91", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36223, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "serialized_chars": 36708, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous regression reports across imports, tokenizers, video/model loading, testing utilities, and config handling. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set and best fits a cluster of version-upgrade breakages, especially import-related regressions. That said, the overall set is not a true duplicate cluster.", + "summary": "Mostly a loose cluster of unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change, and there are no PRs to compare.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43122 is the broadest and clearest version-regression report in the set: it describes tokenizer behavior changing across releases with a reproducible before/after comparison, so it is the best umbrella candidate among these issues.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most general, user-facing regression report and the best candidate to anchor this noisy cluster if one issue must be chosen.", + "best_issue_reason": "issue:43122 is the strongest standalone duplicate target because it is a general tokenizer regression claim rather than a model-specific one, making it the most plausible anchor for related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer regressions, but one is about offset_mapping and the other about changed outputs for Deepseek in v5; different concrete failure modes." + "reason": "Both are tokenizer-related, but one is about loading regressions while the other is about offset_mapping correctness for Qwen3; different failure modes and code paths." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Different model families and different problems: missing projections in qwen3next vs a from_pretrained error for Qwen3.5 MoE." + "reason": "Both involve attention behavior, but they concern different models and different bugs: GPT-2 scaling config vs Gemma4 bidirectional mask construction." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "One is invalid GenerationConfig for GLM-5, the other is generation failure with flash-attention on Qwen3.5; not the same bug." + "reason": "Both are tokenizer/processor bugs, but one is a Kimi tokenizer codec regression and the other is a Wav2Vec2 phonemizer backend state bug; not the same underlying issue." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but one is a batched shape bug and the other is a torchvision-absence crash during AutoProcessor loading." + "reason": "VRAM leakage in multithreaded generation is unrelated to incorrect video padding in a processor." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Both concern config/type behavior, but one is PretrainedConfig type checking and the other is stale dtype propagation from from_config()." + "reason": "Chunked-prefill cache handling and padding performance in SequenceFeatureExtractor are different subsystems and different bugs." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Both touch testing utilities, but 45561 is specifically a pytest-xdist race on captured_info.txt; 45341 is an unrelated small bug." + "reason": "Unexpected constructor argument with init_empty_weights is a loading/API incompatibility, while the other is a PreTrainedConfig type-checking regression." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "A dependency version bump issue is not the same as a PyTorch version-check bug in flex_attention." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45071", + "right": "issue:46614", "accept": false, - "reason": "One is degenerate training with flash_attention_3, the other is a Qwen3.5 save_pretrained regression; different code paths and symptoms." + "reason": "PreTrainedConfig type checking and stale phonemizer language state are unrelated." }, { "left": "issue:44117", - "right": "issue:45081", + "right": "issue:45588", "accept": false, - "reason": "Both involve tokenizer internals, but one is mapping-name lookup returning None and the other is a Mistral regex patch crash." + "reason": "A tokenizer mapping returning None is unrelated to a flash-attention crash on sink-less models." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different removals; not the same underlying bug." + "reason": "Serialization of tied weights depending on device is a save/load issue; NaNs in classification heads during checkout/init is a separate numerical bug." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Not related: a script launch failure vs a testing-utils bug." + "reason": "Both mention Qwen3.5-family models, but one is missing projections in a layer definition and the other is a from_pretrained loading error; not the same concrete defect." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer behavior regression versus a noisy logging message; no shared underlying bug." + "reason": "Both are tokenizer correctness regressions, but they are model-specific and the descriptions do not indicate the same tokenizer or the same root cause." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." + "reason": "GenerationConfig validation failure and flash-attention generation issues are different bugs." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Different model-loading issues affecting different model types; not the same failure mode." + "reason": "Type-checking breakage in PreTrainedConfig is unrelated to from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Vitpose model breakage and missing tensorflow_text backend mapping are unrelated." + "reason": "The shared testing_utils area is too broad; one is an unspecified small bug and the other is a specific xdist race on captured_info.txt." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "TF32 API-setting guidance and MLA q_a_layernorm precision/config handling are different bugs." + "reason": "Testing utils and SequenceFeatureExtractor padding are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + "reason": "Incorrect batched video processor output shape and a torchvision-missing crash in AutoProcessor are different video-processing failures." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading are different concerns." + "reason": "Degenerate training with flash_attention_3 is not the same as incorrect checkpoint serialization in save_pretrained." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "TF32 settings guidance and trust_remote_code cache loading are unrelated." + "reason": "Tokenizer mapping assumptions and the fix_mistral_regex backend_tokenizer crash are separate tokenizer-loading issues with different failure points." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "Both are import errors, but they involve different missing symbols and different code paths." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Different issues: generation config validation for GLM-5 vs unrecognized model/config.json loading." + "reason": "A script execution problem is not the same as a testing_utils bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Both mention imports, but 45278 is a broad upgrade regression while 44933 is a specific missing import from image_utils; not clearly the same root cause." + "reason": "Tokenizer regression vs noisy logging message; no shared underlying bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Same model family and same general error class, but the reported problem details are distinct and not clearly the same bug." + "reason": "Qwen3.5 chat crashes and a padding performance issue are unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "One is SGD args not used; the other is optimizer.step being called twice with deepspeed. Related domain, different bug." + "reason": "A model-type mismatch warning is unrelated to a key error when loading a different model." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "ImportError for a missing symbol and a feature-extractor fbank issue are unrelated." + "reason": "Vitpose model breakage and an unsupported backend mapping error are different issues." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Both mention GLM/MoE internals, but one is a torch.split return-value issue and the other is a RoPE implementation discussion." + "reason": "TF32 API guidance and a missing rms_norm_eps precision bug are unrelated." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about decoder type and the other is about changed tokenization output; too weak to call the same bug." + "reason": "A strict config loading failure is not the same as a documentation parameter-name mismatch." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Vitpose model breakage and a tensorboard-without-TensorFlow backend error are unrelated." + "reason": "Default shard size behavior in save_pretrained and a Qwen3.5 from_pretrained error do not share a concrete bug path." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "A removed config flag and unexpected position-id keys in model state dicts are different issues." + "reason": "TF32 settings documentation/runtime behavior is unrelated to cache loading failures for trust_remote_code models." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Chunked-prefill cache missing and a testing_utils bug are unrelated." + "reason": "An invalid GenerationConfig and an unrecognized-model config.json error are different loading/validation problems." } ] }, @@ -15455,17 +15322,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:27957", "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", - "issue:42757", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43352", "issue:43441", "issue:43452", @@ -15476,46 +15344,56 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", "issue:44410", "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44933", "issue:44987", "issue:45003", "issue:45071", + "issue:45278", "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:46209", "issue:46231", "issue:46369" ], "soft_pairs": [ - "issue:42175|issue:42222", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:43673|issue:45341", "issue:41628|issue:45071", - "issue:45071|issue:45542", + "issue:42175|issue:42222", "issue:43874|issue:44261", + "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:43012|issue:43577", "issue:44483|issue:45464", - "issue:44263|issue:46172", - "issue:44360|issue:46172", "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43012|issue:43577", "issue:27957|issue:43352", "issue:43931|issue:44038", "issue:43441|issue:44829", @@ -15528,223 +15406,234 @@ "issue:45753|issue:46369", "issue:44117|issue:44987", "issue:43531|issue:45341", - "issue:43673|issue:46123", - "issue:45440|issue:46172", - "issue:43097|issue:45588", - "issue:43986|issue:45372", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:44410|issue:45375", - "issue:43097|issue:46050" + "issue:45440|issue:46172" ], - "prepared_review_unit_hash": "3d8106aecc143d325e1dbef5235b510a3321b88e63c31619de1f2fc9ae5056f5", + "prepared_review_unit_hash": "0a5c128d215018c56333c8c58042599606671a49770234c5e3c7b7cc1ab22b18", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35934, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only loosely related by broad Transformers subsystems (loading, flash attention, Qwen, multimodal, etc.) and do not look like duplicates of the same concrete bug. No soft-edge pair is safe to merge.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43097 is the broadest and most representative regression report in the set, with external references and a clear v5 breaking-change framing; the rest are narrower, model-specific, or dependency-specific reports.", + "summary": "No soft pairs look like true duplicates under a strict same-bug/same-code-path standard, so all candidate merges are rejected. The set is mostly a mix of model-specific regressions, unrelated import/dependency issues, and different tokenizer or generation bugs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44117 is the clearest actionable issue: it names a concrete failure mode in from_pretrained, points to a likely single code-path assumption, and is broadly useful for fixing tokenizer loading.", "canonical_pr_reason": null, - "best_issue_reason": "43097 is the best single issue representative because it captures a concrete user-facing API/config break in v5.0.0 and is more central than the other isolated reports.", + "best_issue_reason": "issue:44117 is the strongest representative issue because it is specific, reproducible, and likely to lead to a targeted fix rather than a broad or ambiguous cleanup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: tokenizer offset_mapping vs FP8 inference on B200; unrelated layers of the stack." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both Qwen3-family, but one is missing layer projections and the other is a from_pretrained error; different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One missing image_utils export, the other broad import regressions; no evidence they are the same symbol breakage." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils vs audio feature extraction issue; unrelated failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer hyperparameter handling vs double-step with DeepSpeed; different trainer/optimizer bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics vs GLM-5 RoPE implementation; distinct components." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings flag vs unexpected position_id keys; unrelated regressions." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch vs tokenization output drift; too broad to be the same concrete defect." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage vs missing TensorFlow backend dependency; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Different problems: package/backend install omission vs a broken VitPose model family." + "reason": "Generation cache/chunked_prefill bug vs testing_utils issue; unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for a missing symbol and a separate PreTrainedConfig type-checking regression are unrelated code paths." + "reason": "Missing AutoImageProcessor export vs PreTrainedConfig type checking; different failures." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Type-checking breakage in config handling is not the same as missing TensorFlow backend detection." + "reason": "Backend dependency packaging vs VitPose model loading; unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method and a layernorm epsilon precision issue are distinct model-component bugs." + "reason": "Image patch count helper vs RMS norm epsilon config; different multimodal submodules." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Qwen3-VL weight-shape loading failure and missing Qwen3Next projections are different model loading/architecture issues." + "reason": "Type-checking regression vs TensorFlow backend installation issue; unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Both involve dtype/precision, but one is a compile-time warning and the other is incorrect dtype propagation when loading BLIP2." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3Next missing projections; different model architectures and defects." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "These are different chat/completions failures: request acceptance/validation versus streaming inference on a specific model." + "reason": "Generic chat/completions rejection vs Qwen3.5 streaming failure; different endpoint behaviors and likely different fixes." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "torch.split return handling and a DeepSeek-v4 transpose/dtype bug do not share the same underlying failure." + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeek-v4 tensor conversion logic." + "reason": "DSA indexer ReLU omission vs DeepSeek-V4 transpose/cast issue; different code paths." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "save_pretrained shard-size behavior and a Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "GlmMoeDsaIndexer split outputs vs DeepSeek-V4 dtype/transpose bug; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both dtype-related, but compile-time warning vs model-loading cast bug; not the same defect." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they affect different models and are not the same support bug." + "reason": "Flash Attention 2 support on different models; separate model-specific enablement issues." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broad model family, but one is a specific weight-shape mismatch and the other is a broader v5/Qwen3-VL-Moe bug report." + "reason": "Different Qwen3-VL family failures with different symptoms and loaders; not the same bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failure on Ministral-3 is not the same concrete issue as degenerate training with flash_attention_3." + "reason": "FlashAttention on Ministral-3 vs FA3 degenerate training in sequence classification; different code paths." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config option and a gguf_file loading regression are different bugs." + "reason": "Embedding-tying removal vs gguf_file loading breakage; unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug do not match in code path or symptom." + "reason": "sys.modules access bug vs testing_utils issue; unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Missing torchvision during AutoProcessor loading is unrelated to a testing utility defect." + "reason": "AutoProcessor video-model/torchvision crash vs testing utility bug; unrelated." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing image_utils import and a documentation parameter-name mismatch are unrelated." + "reason": "Image_utils export issue vs training doc parameter typo; unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches and torch.split return handling are different bugs." + "reason": "Image processor helper missing vs DSA indexer split issue; unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A missing rms_norm_eps config value and GLM-5 RoPE implementation are not the same issue." + "reason": "Both GLM-5-ish, but layernorm eps config vs RoPE implementation; separate bugs." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite loop on one image and memory overflow in sam3-litetext are distinct failures." + "reason": "Qwen3_5 image infinite loop vs sam3-litetext memory overflow; unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both involve loading, but there is no evidence they share the same tokenizer-mapping defect." + "reason": "Generic from_pretrained/tokenizer mapping bug vs specific model load failure; not the same concrete path." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache handling and partial-batch mask pipeline behavior are different code paths." + "reason": "Qwen3-MoE sliding_window bug vs testing_utils typo; unrelated." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the DeepSeek-v4 tensor conversion bug." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Config removal in v5.0.0 and a flash_attention.py AttributeError are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Different missing dependency/import problems affecting different processors and models." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Two separate ImportErrors from different packages; same symptom, different underlying causes." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2 optimizer-state corruption and Liger Kernel application with model_init are different training bugs." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen-related, but one is a missing projections bug and the other is a config field being dropped by strict loading." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "A removed config field and quantized save/load breakage are not the same problem." + "reason": "DeepSeekV3MoE divergence vs DeepSeek-V4 dtype/transpose issue; different models and defects." } ] }, @@ -15766,31 +15655,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:38617", + "issue:42757", "issue:42890", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43352", "issue:43502", "issue:43550", + "issue:43673", "issue:43825", "issue:43873", "issue:43906", - "issue:43976", "issue:43986", "issue:43992", - "issue:44016", "issue:44038", "issue:44062", - "issue:44077", "issue:44117", - "issue:44162", - "issue:44222", + "issue:44315", "issue:44351", "issue:44368", "issue:44380", @@ -15801,11 +15688,13 @@ "issue:44936", "issue:44938", "issue:45103", - "issue:45478", - "issue:45584", + "issue:45372", + "issue:45375", + "issue:45588", "issue:45712", "issue:45753", - "issue:46132", + "issue:46050", + "issue:46123", "issue:46172", "issue:46178", "issue:46298", @@ -15817,8 +15706,15 @@ "issue:46710" ], "soft_pairs": [ - "issue:46655|issue:46664", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:46050", "issue:44038|issue:44410", + "issue:46655|issue:46664", "issue:43986|issue:44484", "issue:38617|issue:44351", "issue:46172|issue:46710", @@ -15832,83 +15728,116 @@ "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43986|issue:44117", - "issue:43986|issue:44016", - "issue:43208|issue:43550", "issue:43825|issue:44655", "issue:42907|issue:44655", "issue:42907|issue:45753", - "issue:43012|issue:43550", + "issue:43208|issue:43550", "issue:45712|issue:46298", + "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43066|issue:43906", - "issue:43352|issue:43976", - "issue:43097|issue:46298", - "issue:43352|issue:44380", - "issue:44162|issue:46172", - "issue:45584|issue:46365", - "issue:44077|issue:46365", - "issue:44380|issue:46132", - "issue:44222|issue:45478" + "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "8f8f4c00cac5f2fc36c1c533caabc9d4cd117c352d77bc80a36cdbd83bbf6101", + "prepared_review_unit_hash": "7266618240254368e3a2a7ccc94e4705228fe95dece5889312063cbb7aae4edd", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36705, - "estimated_input_tokens": 9177, - "estimated_eval_tokens": 18610 + "soft_pair_count": 31, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab bag of unrelated issue reports; none of the soft-similarity pairs look like the same underlying bug or change. Most are only loosely related by subsystem or wording.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43502 is the most concrete, user-impacting, and broadly applicable bug in the set: a clear offline-loading regression with explicit expected vs actual behavior.", + "summary": "The soft pairs are overwhelmingly false positives: they share broad Transformers themes but describe different bugs, different code paths, or unrelated regressions. No duplicate merge is justified from the evidence provided.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest representative issue overall because it describes a clear, reproducible core API failure and is more actionable than the mostly model-specific or test/doc-related reports.", + "best_issue_reason": "Issue 43502 is the strongest standalone bug report here: it has a concrete, reproducible symptom (network calls despite local_files_only=True) and a clear impact surface, making it the best representative issue if one must be picked.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different failures: chunked_prefill cache initialization vs final partial-batch handling in MaskGenerationPipeline." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated problems: removed tie_embeddings API vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules and likely different dependency breakages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different loading paths and causes: missing torchvision for AutoProcessor video loading vs mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs: optimizer state corruption under FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config defects: missing projections in qwen3next vs a config field dropped by @strict." + }, + { + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding math and the other is the meaning of num_frames; related area, different defect." + "reason": "Different save/load concerns: removed encoder-decoder tie flag vs quantized model broken after save_pretrained/from_pretrained." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different models and different failures: Qwen3-VL-Moe compatibility vs missing projections in qwen3next." + "reason": "Different Qwen-family issues with no shared concrete code-path or symptom." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both touch SmolVLM video processing, but one is padding math and the other is num_frames semantics; not the same bug." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "One is an AutoProcessor/torchvision dependency crash, the other is save_pretrained shard-size behavior." + "reason": "Different areas: AutoProcessor video loading crash vs save_pretrained shard-size default behavior." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both are missing-import reports, but for different exported names and unrelated modules." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Both mention DeepSeek, but one is a specific tensor-op bug and the other is an accuracy regression after an upgrade; not the same code-path problem." + "reason": "One is a specific DeepSeek-V4 tensor operation bug; the other is a broader accuracy regression after upgrading Transformers." }, { "left": "issue:42890", @@ -15920,157 +15849,109 @@ "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removal of a config flag is unrelated to quantization/offloading behavior." + "reason": "Removed config flag vs quantization/offloading behavior; not the same underlying issue." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor argument collision vs TOKENIZER_MAPPING_NAMES returning None are different failure modes." + "reason": "Tokenizer constructor TypeError and TOKENIZER_MAPPING_NAMES returning None are distinct bugs." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback issue is unrelated to an image-text-to-text pipeline failure." + "reason": "Unrelated: tokenizer mapping assumption vs DiffusionGemma pipeline failure." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate/train state issue vs importing Trainer being blocked by datasets are distinct bugs." + "reason": "Trainer.evaluate after train and importing Trainer being blocked by datasets are different problems." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline file resolution making API requests and missing embed_tokens.weight during from_pretrained are unrelated." + "reason": "Different from_pretrained issues: unwanted network access vs missing embed_tokens.weight." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to the docstring parser crash under future annotations." + "reason": "AutoProcessor kwargs forwarding bug is unrelated to auto_docstring crashing under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and cache lazy initialization recompilation are different runtime issues." + "reason": "GPT2 attention scaling being ignored is distinct from chunked-prefill cache recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure is unrelated to an invalid BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Python 3.14 import failure and unsupported tensorflow_text backend are different failure modes." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor without torchvision and tokenizer mapping None are different code paths." - }, - { - "left": "issue:43986", - "right": "issue:44016", - "accept": false, - "reason": "A runtime processor dependency issue is not the same as a notebook syntax error." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated models and failure modes." + "reason": "Different subsystems: video-model loading dependency issue vs tokenizer mapping None handling." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error messaging and pipeline save_pretrained are different behaviors." + "reason": "Pipeline error messaging and saving Pipeline objects are unrelated issues." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models is unrelated to saving Pipeline objects." + "reason": "Dequantized model save failure is unrelated to Pipeline.save_pretrained failure." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and a Qwen3_5 infinite loop are not the same underlying bug." + "reason": "Different model-specific bugs: dequantized save failure vs Qwen3_5 image-induced infinite loop." }, { - "left": "issue:43012", + "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning from compile is not the same as a SDPA compile failure." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes/check_repo cleanup is unrelated to a noisy logging message." + "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a model failure under torch.compile with SDPA." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Precision warning during compilation and a tie_word_embeddings warning are different warnings with different causes." + "reason": "Different warnings with different causes: PyTorch float32 precision warning vs tie_word_embeddings config warning." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight in from_pretrained is unrelated to the max_shard_size default in save_pretrained." + "reason": "Missing weight load in from_pretrained is unrelated to the max_shard_size default question." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not enough to establish the same bug." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Unsupported Flash Attention 2.0 for a model and a Python version compatibility problem are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "Removing a config argument is unrelated to a noisy logging message." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "FA2 support gating and GPT2 attention scaling under backend kernels are different bugs." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are different models and defects." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import problem." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "patchtsmixer post_init policy and importing Trainer after uninstalling datasets are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained for moe models and Qwen3.5 Moe from_pretrained failure are related by family only, not the same concrete bug." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." } ] }, @@ -16092,7 +15973,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:36010", "issue:36683", @@ -16103,12 +15984,12 @@ "issue:42994", "issue:43012", "issue:43064", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", "issue:43582", "issue:43611", @@ -16117,12 +15998,12 @@ "issue:43761", "issue:43824", "issue:43867", - "issue:43901", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44077", + "issue:44162", + "issue:44222", "issue:44230", "issue:44380", "issue:44483", @@ -16131,32 +16012,40 @@ "issue:44625", "issue:44655", "issue:44683", - "issue:44938", - "issue:45216", "issue:45276", - "issue:45310", + "issue:45478", "issue:45479", + "issue:45584", "issue:45600", "issue:46077", - "issue:46082", + "issue:46132", + "issue:46172", "issue:46298", "issue:46365", "issue:46369" ], "soft_pairs": [ + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42175|issue:46365", - "issue:43064|issue:44380", "issue:42490|issue:43012", + "issue:43064|issue:44380", "issue:42757|issue:43824", "issue:43012|issue:44683", "issue:43208|issue:43526", "issue:45600|issue:46298", - "issue:44483|issue:44514", "issue:43618|issue:44380", - "issue:44038|issue:44230", + "issue:44483|issue:44514", "issue:43618|issue:43761", + "issue:44038|issue:44230", "issue:38617|issue:43502", "issue:43756|issue:44485", "issue:43299|issue:43867", @@ -16166,269 +16055,235 @@ "issue:45276|issue:46077", "issue:36010|issue:42757", "issue:43352|issue:43937", - "issue:44483|issue:46369", "issue:43611|issue:44655", - "issue:43901|issue:44655", - "issue:36683|issue:44077", - "issue:43867|issue:45216", - "issue:43976|issue:44938", - "issue:44625|issue:46077", - "issue:46077|issue:46082", - "issue:43618|issue:45216", - "issue:36683|issue:43525", - "issue:36683|issue:44625", - "issue:43992|issue:45310" + "issue:44483|issue:46369" ], - "prepared_review_unit_hash": "2d6d8e5e67a2bdd921917c190c8c8f54689ef8e87a8fc3b90a8f22bc6834bd37", + "prepared_review_unit_hash": "d864858c6882eede911ffa533a80cec9cacd22d2ece46bdb627937378bdfc038", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37592, - "estimated_input_tokens": 9398, - "estimated_eval_tokens": 19052 + "soft_pair_count": 32, + "serialized_chars": 36906, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 }, "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 and regressions. The only near-duplicate pair is the CLIP vision v5 regression about missing output fields; the rest are distinct model-, config-, backend-, or packaging-specific issues.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43618 is the earlier, broader CLIPVisionModel v5 regression report about missing output fields, so it works as the umbrella issue for the only credible duplicate pair.", + "summary": "Mostly a heterogeneous set of unrelated bug reports, with one plausible duplicate pair around a CLIP v5 output regression. The other soft links look like false positives across different models, APIs, and subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43761 is the clearest representative of the only convincing duplicate pair: a CLIP v5 regression where optional outputs are no longer populated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43761 is the clearest actionable report in the cluster: it has an explicit v5 regression label and a concrete reproduction for `hidden_states=None` when `output_hidden_states=True`.", + "best_issue_reason": "issue:43761 is the best representative in this cluster because it is the most concrete ticket in the only likely duplicate pair; the rest are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: a FlashAttention support issue for Nemotron vs a Python-version compatibility/import issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is model support and the other is GPT2 attention scaling being ignored; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: removed config API in v5 vs a noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model/code paths: ESM2 training breakage vs a DeepSeek v4 tensor operation bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation bug vs an import-path issue for Trainer; no shared underlying failure." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both involve attention, but one is a config/backend regression and the other is an API registration behavior change." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both touch MoE/FP8, but one is save_pretrained and the other is from_pretrained loading; different bugs." + }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Unrelated failures: a config attribute error in Gemma3 vs a TypeError in Apple Silicon allocator warmup." + "reason": "AttributeError in Gemma3Config vs an Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different bugs: attention scaling ignored in GPT-2 backends vs zero-loss behavior in sequence classification." + "reason": "GPT2 attention scaling/backend regression is unrelated to the single-label classification zero-loss bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Packaging/import problems, but not the same one: missing TensorFlow extra vs Trainer import breaking due to datasets." + "reason": "TensorFlow backend packaging and a Trainer import conflict are different issues." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Completely different areas: FSDP/PEFT optimizer state corruption vs GPT-2 attention scaling." + "reason": "Both are warning-related, but one is local-path import warnings and the other is a bfloat16 precision warning." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both mention warnings, but one is a local-path import warning and the other is a PyTorch precision warning." + "reason": "Distributed optimizer-state corruption vs attention scaling being ignored are not the same failure." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages/models." + "reason": "Both are import errors, but for different missing symbols in different packages." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A warning about bfloat16 compilation is unrelated to a torch 2.9 flex_attention failure." + "reason": "Precision warning during compilation vs compiled flex_attention failure on newer torch; different code paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Different model/component bugs: xLSTM training blockers vs BeitImageProcessorFast label reduction." + "reason": "xLSTM training bugs and BeitImageProcessor label reduction are unrelated." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "CI breakage from removed Sam3LiteText mappings is unrelated to a noisy logging message." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Different request-path bugs: chat completions validation vs batched chat template crash." + "reason": "Broken auto_mappings CI vs noisy logging; not the same underlying problem." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different model families and failures: CLIP output fields vs GPT-2 attention scaling." + "reason": "CLIP output-field regression vs GPT2 attention scaling/config issue; same broad area, different bug." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Same model family, but one is a loading bug and the other is fp8 support; not the same fix." + "reason": "Chat-completions request rejection and a batched processor crash are different failures." }, { "left": "issue:43618", "right": "issue:43761", "accept": true, - "reason": "Both describe the same CLIPVisionModel v5 regression where requested outputs are not populated; one fix could plausibly restore both fields." + "reason": "Both describe the same CLIP v5 regression where optional outputs are no longer populated; one manifests as missing attentions, the other as missing hidden states." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading bug for Qwen3-VL-Moe, the other is fp8 support/inference work; not the same change." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing a removed helper from configuration_utils is unrelated to local_files_only still triggering API requests." + "reason": "Layer-type import regression and local_files_only network requests are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different problems." + "reason": "Both mention RoPE, but they concern different models and different implementation problems." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Separate load-time failures for different models and symptoms; no shared code-path bug is evident." + "reason": "Two separate model-loading regressions with different symptoms and causes." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both are save-related, but one is quantized model saving and the other is Pipeline.save_pretrained." + "reason": "Quantized model saving and pipeline save_pretrained are different save-path bugs." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 label propagation is unrelated to the Trainer import issue." + "reason": "Qwen3.5 label propagation and Trainer import failure are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute bugs in different model configs/outputs." + "reason": "Different model families and different missing attributes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but resize_token_embeddings and bidirectional attention are distinct behaviors." + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention-mask construction." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependency boundaries." + "reason": "Both are import errors, but they are for different symbols from different libraries." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attention support gating is unrelated to invalid GenerationConfig handling." - }, - { - "left": "issue:44483", - "right": "issue:46369", - "accept": false, - "reason": "Chat-completions API validation and SAM3-LiteText memory overflow are unrelated." + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 generation config validation." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading models with base_model_prefix is unrelated to saving Pipeline objects." - }, - { - "left": "issue:43901", - "right": "issue:44655", - "accept": false, - "reason": "Docs mismatch for return_all_scores has nothing to do with pipeline serialization." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Both are environment compatibility issues, but for different Python versions and failure modes." - }, - { - "left": "issue:43824", - "right": "issue:45216", - "accept": false, - "reason": "Qwen2_5_VL import exposure and Qwen3.5 checkpoint save correctness are unrelated." - }, - { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "Different model configs and failures: attention masking vs head_dim validation." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Flash-Attention backend support and invalid generation config are unrelated problems." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "One is a v5 loading bug for Qwen3-VL-Moe; the other is fp8 inference support, not the same code-path issue." + "reason": "Base-model-prefix load regression and Pipeline.save_pretrained failure are different issues." }, { "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Different request handling bugs in different APIs/components." - }, - { - "left": "issue:44514", "right": "issue:46369", "accept": false, - "reason": "Batched chat template crash is unrelated to SAM3-LiteText memory overflow." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP output-field regression and Qwen3.5 save_pretrained regression are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3 config attribute error and PatchTSMixer post_init validation are different bugs." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different model-loading regressions for different architectures and release versions." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Python-version support problems, but not the same version or failure." + "reason": "Chat API request parsing and SAM3 LiteText memory overflow are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the verdicts are conservative overall. The only accepted pair, 43618 \u2194 43761, is plausibly the same CLIP vision output-field regression; the other pairs are appropriately rejected with cautious reasons." + "feedback": "The summary is grounded in the packet and stays conservative. The CLIP pair (issue:43618 / issue:43761) is a plausible duplicate match based on the titles and shared regression theme, and the rest of the soft edges are reasonably rejected as unrelated. No overstatement beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -16447,7 +16302,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28282", "issue:33453", @@ -16459,32 +16314,31 @@ "issue:43010", "issue:43064", "issue:43502", + "issue:43525", "issue:43575", "issue:43618", - "issue:43723", "issue:43867", - "issue:43874", + "issue:43901", "issue:43976", "issue:43992", "issue:44062", "issue:44075", "issue:44077", "issue:44112", - "issue:44222", "issue:44246", "issue:44355", "issue:44360", - "issue:44387", "issue:44492", - "issue:44556", - "issue:44734", + "issue:44625", + "issue:44655", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:45071", - "issue:45125", + "issue:45216", "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", @@ -16492,16 +16346,27 @@ "issue:45561", "issue:45600", "issue:45850", + "issue:46077", + "issue:46082", "issue:46202", "issue:46285", "issue:46365", - "issue:46617", "issue:46664" ], "soft_pairs": [ + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310", "issue:43064|issue:44492", - "issue:44075|issue:46365", "issue:43010|issue:45278", + "issue:44075|issue:46365", "issue:44355|issue:44855", "issue:44938|issue:45071", "issue:43867|issue:45375", @@ -16512,8 +16377,8 @@ "issue:43010|issue:45850", "issue:36296|issue:43575", "issue:43867|issue:45357", - "issue:43618|issue:44077", "issue:43010|issue:43976", + "issue:43618|issue:44077", "issue:43992|issue:45478", "issue:28282|issue:33453", "issue:43618|issue:46285", @@ -16523,228 +16388,256 @@ "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:42898|issue:46664", - "issue:43502|issue:44062", - "issue:44222|issue:45125", - "issue:43723|issue:44556", - "issue:44734|issue:46617", - "issue:43874|issue:46617", - "issue:44387|issue:44556" + "issue:43502|issue:44062" ], - "prepared_review_unit_hash": "98b4605ba6625908c21aaa2946eba5fce3f5ed20180be8a1eb7348796ccc85f4", + "prepared_review_unit_hash": "be6facda0a5f54a73e6e21ffd0b22e7d46065604b7b324a791e7364219a0dae3", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36283, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "soft_pair_count": 35, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bag of unrelated Transformers regressions that only look similar at the title level (import/load/tokenizer/config/model bugs, CI flakes, and performance issues). None of the soft-edge pairs look like the same underlying bug/change, so I reject all of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "If one issue must represent the cluster, #45278 is the broadest umbrella for post-v5 import/load regressions, but the set is not a true duplicate cluster.", + "summary": "Most soft pairs are thematically related but not the same underlying bug. The only strong duplicate-like match is the import-time slowdown pair (41669/44246); the rest span distinct models, configs, Python-version issues, and training/loading regressions.", + "confidence": 0.68, + "canonical_issue_reason": "issue:41669 is the most concrete diagnosis of the import slowdown, identifying the likely cause ('import *' usage in models) and giving a specific actionable fix.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the best umbrella issue here because it is the most general post-upgrade regression report and closest to the dominant theme of the cluster.", + "best_issue_reason": "issue:41669 is the best representative issue overall: it is specific, diagnostic, and likely serves as the most useful duplicate target for the broader 'import transformers takes long' complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Different bugs: FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo." + "reason": "Docs mentioning return_all_scores and saving Pipeline objects are different problems." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config bugs: missing vocab_size vs patchtsmixer post_init handling." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving, but one is state_dict ordering failure and the other is incorrect saved checkpoint contents for Qwen3.5." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version incompatibilities, but they affect different versions and report different failures." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Num_labels propagation and bidirectional-attention mask construction are unrelated bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Llama/Gemma configuration behaviors: causal mask generation vs head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-attribute regressions on different configs/models." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading bugs affecting different architectures and failure modes." + }, + { + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different failure modes: SGD args ignored vs importing Trainer breaking until datasets is uninstalled." + "reason": "Optimizer-state corruption and a cache-strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "One is about cache/layer update methods needing no_grad; the other is a broad import regression after upgrade." + "reason": "No-grad decoration for cache updates is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD arguments being ignored is unrelated to Trainer import failing unless datasets is uninstalled." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors are unrelated to the Python 3.13 JIT script parsing indentation issue." + "reason": "Compiled-Python-file errors and a torch.jit.script parsing/IndentationError are different import-time problems." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Both are version-compatibility complaints, but one is a Python 3.14 load failure and the other is PretrainedConfig type checking in v5.4.0." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct issues." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "One reports sorted state_dict loading problems; the other is a missing Qwen3.5 vision config field silently dropped by strict config handling." + "reason": "State_dict sorting load failure is unrelated to a missing config field being dropped by strict handling." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict loading order issues are unrelated to Gemma pipeline roundtrip failure on the underscore token." + "reason": "Loading failure from sorted state_dict and Gemma pipeline roundtrip on \u2581 are not the same bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size is a config attribute bug, not the distributed training optimizer-state issue in FSDP2+PEFT." + "reason": "A config attribute error and a Trainer FSDP/PEFT optimizer-state bug are different code paths." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "One is missing set_seed() in a specific model integration test; the other is a pytest-xdist race on captured_info.txt." + "reason": "Seed-related flaky tests and an xdist race on captured_info.txt are not the same failure." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-time slowdown from import * cleanup is unrelated to intermittent long import transformers behavior." + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 identifies the likely root cause ('import *' in models) behind the generic 'import transformers takes long' complaint." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A no_grad decoration bug for cache updates is not the same as a vague 'v5 breaks too many models' report." + "reason": "Cache update no-grad issue 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 high level, not the same concrete bug." + "reason": "Tensor-parallel training bug and TP load OOM on Qwen2-57B are related in topic only, not the same concrete defect." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading state_dicts out of order is not the same as Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "State_dict sorting load error and incorrect visual-encoder keys on save_pretrained are different save/load bugs." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy change are different model-specific issues." + "reason": "Cache update decoration and Python-version import compatibility are unrelated." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Cache update no_grad and Python 3.9/3.10 compatibility are unrelated." + "reason": "CLIP attentions regression and patchtsmixer post_init restrictions are unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is a loading bug, while 5.4.0 Qwen3.5 Moe from_pretrained error is a separate model regression." + "reason": "UMT5 missing weight and Qwen3.5 MoE from_pretrained error are different model-loading failures." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError and tokenizer-loading regression are different import paths and different root causes." + "reason": "Missing PyTorch ImportError and tokenizer-loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions regression and CLIP text model structure inconsistency are related only by model family, not by the same bug." + "reason": "CLIPOutput attentions and CLIP text-model structural inconsistency are different CLIP regressions." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "A CLIP output field regression is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "CLIP attentions assignment and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer lacking ReLU is unrelated to DeepseekV3MoE diverging from remote implementation." + "reason": "DSA indexer activation choice and DeepseekV3MoE divergence are different subsystems and bugs." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky integration test due to seeding is not the same as failure to load Phi-4 multimodal model on latest transformers." + "reason": "Seed flakiness in SAM HQ tests is unrelated to Qwen multimodal TP OOM." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Missing set_seed in a test and a stale device override CI failure are different test/CI issues." + "reason": "Lack of set_seed in tests and a stale device-override CI failure are not the same issue." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Sam3LiteText auto_mappings CI breakage is unrelated to the Sam HQ integration test seed problem." + "reason": "Test seeding flakiness and auto_mappings referencing removed configs are unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior change is unrelated to SmolVLM num_frames semantics." + "reason": "Tokenization cleanup behavior change and SmolVLM num_frames semantics are different regressions." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only still triggering API requests is a network/offline bug, not a tokenizers.AddedToken special-argument error." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5Moe are different tensor-parallel/model save issues." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading in v5 and reload failure for checkpoints trained on v4.57 after upgrading to v5.2/v5.3 are not the same root cause." - }, - { - "left": "issue:44734", - "right": "issue:46617", - "accept": false, - "reason": "KV cache continuation tensor indexing in serve is unrelated to loading trust_remote_code models from cache." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "GLM46V image patch counting bug is a multimodal processor issue, not a cached trust_remote_code FileNotFoundError." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "int4 quantization reserved-memory growth is a CUDA memory issue, not a checkpoint reload compatibility problem." + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and consistent with the packet. The only accepted soft pair, issue:41669 / issue:44246, is a plausible duplicate-like match from the titles alone, and the remaining verdicts are appropriately cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16759,7 +16652,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:27957", "issue:30333", @@ -16769,7 +16662,6 @@ "issue:34689", "issue:36296", "issue:38617", - "issue:41628", "issue:42548", "issue:42757", "issue:43010", @@ -16780,8 +16672,10 @@ "issue:43502", "issue:43526", "issue:43576", + "issue:43723", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44222", "issue:44230", @@ -16789,27 +16683,32 @@ "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", "issue:44556", "issue:44655", + "issue:44734", "issue:44749", "issue:44908", "issue:44961", "issue:45071", "issue:45125", - "issue:45362", "issue:45375", "issue:45468", "issue:45478", - "issue:45850", "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46726" ], "soft_pairs": [ + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43874|issue:46617", + "issue:44387|issue:44556", "issue:43824|issue:46617", "issue:43010|issue:43065", "issue:43502|issue:44485", @@ -16817,12 +16716,13 @@ "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:45125|issue:45375", "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", "issue:43010|issue:43232", "issue:30990|issue:31795", - "issue:43502|issue:44222", "issue:43502|issue:44961", + "issue:43502|issue:44222", "issue:43827|issue:44961", "issue:30333|issue:36296", "issue:43299|issue:44556", @@ -16838,280 +16738,288 @@ "issue:44961|issue:45468", "issue:44351|issue:46617", "issue:44485|issue:44961", - "issue:44908|issue:44961", "issue:38617|issue:43576", + "issue:44908|issue:44961", "issue:36296|issue:43901", "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:36296|issue:43526", - "issue:43475|issue:46617", - "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:44485|issue:46664", - "issue:45362|issue:45850" + "issue:43475|issue:46617" ], - "prepared_review_unit_hash": "506f984b0154ed5cc02bd38eb5a8f16c653ed3609ceeb031adf068e1290b1d43", + "prepared_review_unit_hash": "22b05ad71cf180232d27df72f94162799553673ac65b951333883cc480df10b6", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38064, - "estimated_input_tokens": 9516, - "estimated_eval_tokens": 19288 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39455, + "estimated_input_tokens": 9864, + "estimated_eval_tokens": 19984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly around v5 regressions and import/loading problems; none of the soft pairs look like true duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical duplicate stands out: the items span different bugs (imports, loading, docs, tensor parallelism, CLI, vision, FP8, and cache behavior).", + "summary": "This cluster is heterogeneous: it contains several v5 regression/loading reports and many unrelated subsystem issues. I would center the cluster on the broad checkpoint reload regression, but none of the soft-edge pairs are strong enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the most broadly representative regression report here: upgrading from v4.57 to v5.2/v5.3 breaks checkpoint reload across models, which fits the general v5 breakage theme better than the narrower or more specialized issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the clearest concrete user-facing regression and the best representative issue if one must be chosen, but it does not cover the rest of the cluster.", + "best_issue_reason": "issue:44556 is the strongest single issue in the set because it describes a clear, user-facing upgrade regression with broad impact and good potential to anchor related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions, but one is tokenizer loading and the other is checkpoint/model reload after version upgrade; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/fp8-related problems, but one is save_pretrained for FP8 and the other is tensor-parallel plan support; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serving is unrelated to FileNotFoundError when loading trust_remote_code models from cache." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Image-patch counting in a GLM46V image processor is a different failure than cache-based trust_remote_code loading." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization memory/OOM behavior; the other is checkpoint reload failure after upgrading versions." + }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Both involve loading failures, but one is a missing export/import and the other is a cache FileNotFoundError; different code paths." + "reason": "ImportError for a specific Qwen2.5-VL class is not the same as failing to load a trust_remote_code model from cache." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no-grad behavior and Sam3PixelDecoder dummy Conv2d are unrelated bugs." + "reason": "Decorating cache/layer update methods with no_grad is unrelated to the dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "A local_files_only network leak and GLM-5 RoPE implementation are unrelated." + "reason": "local_files_only causing network access is unrelated to GLM-5 RoPE implementation details." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior are different issues." + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different features with different fixes." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 MoE loading, but one is tensor-parallel `_tp_plan` and the other is a generic from_pretrained failure; not enough to treat as the same bug." + "reason": "Same model family, but tensor-parallel plan missing is not clearly the same as a from_pretrained loading error." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed jobs and tokenizer loading regression are unrelated." + "reason": "MLflow reporting on failed training jobs and tokenizer-loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and the data filtering slowdown are different failure modes." + "reason": "Compiled Python file errors and slower data filtering after upgrade are different symptoms in different code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE tensor-parallel support and a missing vision config field are separate model bugs." + "reason": "One is tensor-parallel support for Qwen3_5Moe; the other is a missing config field silently dropped by strict parsing." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Different import errors for different symbols; same general symptom, not the same underlying issue." + "reason": "Both are vision/video processor issues, but one is num_frames semantics and the other is backend detection/processor recognition." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation state, but one is about `@torch.no_grad` on cache updates and the other is about `_update_model_kwargs_for_generation` after `sync_gpus`." + "reason": "Both mention update-style generation code, but cache update no_grad decoration and sync_gpus kwargs handling are different bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-Transformers loading hangs and documentation confusion in `model.forward` are unrelated." + "reason": "Sentence Transformers loading getting stuck and documentation confusion in model.forward are unrelated." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44961", "accept": false, - "reason": "`local_files_only=True` network requests and FP8 `save_pretrained` are separate bugs." + "reason": "Network requests despite local_files_only has nothing to do with the placeholder 'racoon' issue." }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44222", "accept": false, - "reason": "`local_files_only=True` leakage and a raccoon placeholder issue are unrelated." + "reason": "Local-files-only network leakage and FP8 save_pretrained behavior are unrelated failures." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing `pipeline()` and the raccoon issue are unrelated." + "reason": "Docs still referencing pipeline() after removal is unrelated to the placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting and tensor-parallel training are unrelated." + "reason": "MLflow reporting failure and tensor-parallel training bug are different concerns." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage and a checkpoint reload regression after version upgrade are related only at a broad version-compatibility level." + "reason": "Both are version-related loading regressions, but they affect different model families and are not clearly the same underlying bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file errors and `PretrainedConfig` type-checking breakage are unrelated." + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different model-specific failures." + "reason": "Tokenizer-loading regression and Llama 3.2 vision model-loading breakage are different issues." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained issues are unrelated." + "reason": "Compiled Python file errors and saving Pipeline objects are different code paths." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and tokenizer loading regression are unrelated." + "reason": "XLMRoberta flash-attention support and tokenizer loading regression are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `is_offline_mode` import and broken `transformers env` command are different CLI/API issues." + "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the transformers env command." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken `transformers env` CLI and `PretrainedConfig` type-checking are unrelated." + "reason": "Broken env command and PretrainedConfig type-checking regression are different failures." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with `model_init` and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger kernel not applied with model_init and DSA indexer missing ReLU are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion around `forward` args and a missing import symbol are unrelated." + "reason": "Documentation confusion around forward arguments and a missing layer_type_validation import are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken CLI environment command and a missing Qwen2.5-VL export are different issues." + "reason": "Broken env command and Qwen2.5-VL import failure are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Raccoon placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing `HybridCache` import and cache FileNotFoundError are both loading-related but not the same code path." + "reason": "Cannot import HybridCache and FileNotFoundError loading from cache are different failures." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and raccoon are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Scheduler kwargs bug and raccoon are unrelated." + "reason": "Missing layer_type_validation import and broken env command are unrelated." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Missing import symbol and broken `transformers env` command are unrelated." + "reason": "inverse_sqrt scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "RoFormer kwargs propagation and attention-interface usage are adjacent but not the same concrete bug." + "reason": "Missing kwargs propagation in RoFormer methods and lack of attention-interface usage are related only at a broad subsystem level, not the same bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support are separate tasks." + "reason": "Both are FP8/MoE-related, but save_pretrained support and inference support are different changes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Sam3 vision encoder attribute error and trust_remote_code cache FileNotFoundError are different failures." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Missing `AutoImageProcessor` import and missing `PreTrainedModel` import are different export regressions." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Both mention model execution performance/inference, but Liger Kernel model_init and FP8 B200 inference are different bugs." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Qwen3.5 chat crash and the generic 'v5 breaks too many models' complaint are not the same concrete bug." + "reason": "SAM 3 Video missing attribute error and trust_remote_code cache loading FileNotFoundError are different bugs." } ] }, @@ -17133,12 +17041,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ - "issue:31795", - "issue:33453", + "issue:41628", "issue:41669", "issue:42371", + "issue:42548", "issue:42890", "issue:43352", "issue:43408", @@ -17159,11 +17067,11 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44623", "issue:44704", - "issue:44829", "issue:44861", "issue:44908", "issue:45003", @@ -17173,27 +17081,30 @@ "issue:45230", "issue:45278", "issue:45341", - "issue:45381", - "issue:45468", + "issue:45362", "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", + "issue:46209", "issue:46218", "issue:46328", "issue:46664" ], "soft_pairs": [ + "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:44038|issue:45125", "issue:44623|issue:45230", + "issue:44038|issue:45125", "issue:44273|issue:45003", "issue:44393|issue:45071", "issue:44393|issue:45753", - "issue:45381|issue:46664", "issue:41669|issue:43673", "issue:43576|issue:44556", "issue:43525|issue:45850", @@ -17221,286 +17132,276 @@ "issue:44393|issue:45478", "issue:43976|issue:46218", "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:31795|issue:33453", - "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:44360|issue:45468" + "issue:43827|issue:44908" ], - "prepared_review_unit_hash": "ec28338619b78d999c2a1ebab7dc05c54435e0ae261ccbe56e56cc3bf64b1f22", + "prepared_review_unit_hash": "64fc9c70fab4274b8a4121e7f8423a06e6e65a9ee71875063007468fe1893e90", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39445, - "estimated_input_tokens": 9862, - "estimated_eval_tokens": 19980 + "soft_pair_count": 40, + "serialized_chars": 38992, + "estimated_input_tokens": 9748, + "estimated_eval_tokens": 19752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial topic matches (imports, v5 regressions, Qwen/VL, cache, docs), but they describe different bugs or changes. None of the candidate edges look like the same underlying issue closely enough to merge.", - "confidence": 0.88, - "canonical_issue_reason": "issue:41669 is the most concrete and actionable issue here: a specific import-performance regression with a clear suspected cause and measurable impact, making it the strongest representative issue in this set.", + "summary": "This cluster is heterogeneous: a few items are import/lazy-loading/API-regression themed, but most are unrelated model-specific, docs, or config bugs. I would not collapse the soft pairs into duplicates except possibly the lazy-loading/import-slowdown pair, but I\u2019m keeping the triage strict here.", + "confidence": 0.62, + "canonical_issue_reason": "If a single issue must be chosen, issue 44273 is the closest root-cause-style candidate because it describes a core lazy-loading regression that could explain some import/import-time complaints. That said, the cluster is still too mixed to treat it as a clean duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best global issue candidate because it is specific, technically grounded, and representative of a real root-cause-style regression rather than a vague symptom report.", + "best_issue_reason": "44273 is the most reusable umbrella issue among the set, but it is still not a great canonical because many other items are model-specific breakages or unrelated bugs. It\u2019s the least-bad anchor, not a true duplicate center.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols with no evidence of the same root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different subsystems and failure modes: Liger/model_init vs FP8/B200 inference." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated models and bugs: RoPE implementation vs video frame-count semantics." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific chat crash, the other is a broad complaint about many models; not the same bug." + }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Both mention cache-related behavior, but one is a generation cache bug and the other is a typo in cache strategy docs; different issues." + "reason": "Cache-missing runtime bug vs a typo in cache strategy wording; not the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "One is lazy loading/import behavior, the other is a TensorFlow backend error from tensorboard-only installs; unrelated code paths." + "reason": "Lazy-loading/import performance is unrelated to the TensorFlow/tensorboard backend error." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA/ReLU discussion and a SmolVLM video-frame inconsistency are unrelated bugs." + "reason": "Completely different topics: DSA indexer activation vs video processor frame handling." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is a general model support bug and the other is missing tensor-parallel metadata; not the same fix." + "reason": "One is a concrete processor.save_pretrained file bug; the other is too generic to match it." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "issue:45230 is too generic to match the specific processor save_pretrained file-missing bug." + "reason": "Both mention Qwen3/Moe, but they are different problems: general v5 compatibility vs missing tensor-parallel plan." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading/import behavior and unsafe sys.modules access are related only at a high level, not the same underlying bug." + "reason": "Lazy loading/import slowdown is not the same as unsafe sys.modules access, even if they may interact." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL output/error issue and a PretrainedConfig type-checking regression are different problems." + "reason": "Vision bounding-box output bug vs PretrainedConfig type-checking regression; different code paths." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-family multimodal bugs, but one is 2D box hallucination/error and the other is an infinite-loop case on a specific image; not the same change." - }, - { - "left": "issue:45381", - "right": "issue:46664", - "accept": false, - "reason": "Both concern video-related inputs, but they affect different models and different semantics (vision_position_ids vs num_frames)." + "reason": "Both are Qwen3/VL-related, but one is bbox output and the other is an infinite loop on a specific image." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from import * usage is not the same as a missing generation cache during chunked prefill." + "reason": "Import-star cleanup affecting import cost is not the same as a missing GenerationMixin cache during chunked prefill." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility; different failures." + "reason": "CLI env command breakage and checkpoint reload compatibility are separate failures." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4Config attribute error is not the same as a broad statement that v5 breaks many models." + "reason": "A missing config attribute is a specific model bug, not the same as a broad 'v5 breaks many models' complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve loading older checkpoints after v5, but they affect different model families and likely different incompatibilities." + "reason": "Both concern old checkpoints under v5, but one is generic reload compatibility and the other is remote-code meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "A missing StableLmConfig attribute is a concrete model bug, not the same as a generic complaint about many broken models." + "reason": "StableLm pad-token config regression is not the same as a generic breakage report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "A broad import-error report after upgrade is not the same as a generic statement that v5 breaks too many models." + "reason": "Many import errors after upgrade is broader than the generic 'many models break' report and not the same defect." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs is not the same as a broad model-breakage report." + "reason": "A cache-strategy typo is unrelated to model breakage after v5." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings and cache strategy typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Both are import-related, but one is import-time performance and the other is a missing module export for a specific model class." + "reason": "Import performance cleanup is not the same as a specific module import failure for Qwen3_5ForCausalLM." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Sam3 model-type mismatch and Liger Kernel not applied in model_init are different initialization issues." + "reason": "sam3_video/sam3_tracker warning is unrelated to Liger application in model_init." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion tooling." + "reason": "FP8 inference support for Qwen models and DeepSeek weight conversion are different requests." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Test seeding flakiness is unrelated to scheduler kwargs propagation." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import and broken lazy loading may be related in theme, but this is not enough to treat them as the same underlying bug." + "reason": "These both point at import/lazy-loading pain, but one is vague performance and the other is a specific lazy-loading bug; too little evidence to merge." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL bounding-box errors are separate model issues." + "reason": "Flash Attention support and Qwen3-VL bbox hallucination are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env command regression and scheduler kwargs bug are unrelated." + "reason": "CLI env command breakage and scheduler kwargs bug are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and a Qwen3-VL output bug are different problems." + "reason": "Python-version compatibility and Qwen3-VL bbox output are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs passthrough and scheduler configuration handling are unrelated code paths." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "A scheduler bug and a PretrainedConfig type-checking regression are different failures." + "reason": "Scheduler kwargs bug and config type-checking regression are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer access bug is not the same as an unspecified generic bug report." + "reason": "Position_ids buffer handling is not the same as an unspecified generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is a specific bug, not the same as a generic bug report." + "reason": "Tokenizer save_pretrained mismatch is a concrete bug; the other issue is too generic to align." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but one concerns import performance and the other a missing top-level export." + "reason": "Both are import-related, but one is import-time performance and the other is a missing top-level export." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance regression and a testing_utils bug do not describe the same issue." + "reason": "Import-star cleanup and a testing_utils bug do not describe the same problem." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility and broad v5 breakage are different categories of problem." + "reason": "Python compatibility regression is not the same as a generic statement that v5 breaks many models." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and Qwen3.5 MoE from_pretrained failure are distinct model bugs." + "reason": "Different Qwen model families and different symptoms: bbox output vs from_pretrained error." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support and a missing Qwen3_5ForCausalLM import are unrelated." + "reason": "Python version compatibility is unrelated to a missing Qwen3_5 module import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and _get_tied_weight_keys crashing on list input are different initialization/utility bugs." + "reason": "Optional post_init policy and tied-weights-key AttributeError are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to scheduler kwargs handling." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion around forward arguments and a tokenizer loading regression are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel not applied in model_init and flash_attention_3 training degeneration are different model/training bugs." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "The env command regression and lazy loading/import behavior are both v5-adjacent but not the same code-path problem." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "Docs still mentioning pipeline() and scheduler kwargs propagation are unrelated." } ] }, @@ -17522,7 +17423,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ "issue:28348", "issue:30333", @@ -17530,7 +17431,6 @@ "issue:31795", "issue:33453", "issue:34689", - "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -17546,16 +17446,18 @@ "issue:43606", "issue:43618", "issue:43704", - "issue:43717", "issue:44230", "issue:44261", "issue:44263", "issue:44273", + "issue:44315", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44938", @@ -17568,12 +17470,15 @@ "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", "issue:46218", "issue:46655" ], "soft_pairs": [ + "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", @@ -17590,12 +17495,11 @@ "issue:43502|issue:43519", "issue:42371|issue:43704", "issue:45850|issue:46218", - "issue:43519|issue:44623", + "issue:43519|issue:43704", "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", @@ -17611,299 +17515,282 @@ "issue:43572|issue:44861", "issue:28348|issue:43352", "issue:44230|issue:44623", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:33453", - "issue:44230|issue:45310", - "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:30333|issue:31515" ], - "prepared_review_unit_hash": "ef29cfd2c0dc727639e249303c8e358971678f566b61ddaf9277f407831eb834", + "prepared_review_unit_hash": "34452a9d2a7220c0f24e56d1966891719b8c9119a3dfeb2ee7611a3407d161a2", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39572, - "estimated_input_tokens": 9893, - "estimated_eval_tokens": 20042 + "soft_pair_count": 41, + "serialized_chars": 39116, + "estimated_input_tokens": 9779, + "estimated_eval_tokens": 19814 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of loosely similar but distinct issue reports across different models, loaders, tokenizers, processors, and v5 regressions. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 33453 ('Regression in tokenizer loading') is one of the clearest, most specific regression reports in the set and is a reasonable representative anchor; the rest are mostly unrelated or only broadly similar.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, loading, processor, scheduler, import, and model-support issues. None of the soft pairs look like the same underlying bug/change, so no duplicate merge candidate stands out.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the set is not a coherent duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 is the strongest standalone issue candidate because it is concrete, user-facing, and narrowly scoped compared with the more generic or ambiguous reports.", + "best_issue_reason": "No single issue cleanly represents the cluster because the items cover many unrelated problems and feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Different symptoms and scopes: documentation confusion in forward args vs a tokenizer-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Unrelated areas: broken env command vs lazy loading behavior." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: model_init/Liger Kernel application vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU issue and Gemma4Audio positional encoding bug are distinct model components." + }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both mention processor output bugs, but they affect different models and different calculations (timestamp vs padding); not the same underlying defect." + "reason": "Both are processor bugs, but they affect different models and different calculations (timestamps vs video padding)." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated code paths." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipelines and tied-weight key handling are different serialization issues; no clear shared bug." + "reason": "Saving Pipeline objects and _get_tied_weight_keys list handling are different serialization/weight-key bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken 'transformers env' command and inability to import Qwen3_5ForCausalLM are unrelated failures." + "reason": "Broken env command vs module import failure for Qwen3_5ForCausalLM are separate issues." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; too little evidence they are the same issue." + "reason": "The first is too generic; the second is a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different models and different problems: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." + "reason": "Processor timestamp math and scheduler kwargs handling are different subsystems." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf concerns do not match a VRAM leak in multi-dataloader-thread inference." + "reason": "Import-star cleanup/performance and a VRAM leak are different problems." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward args is not the same as a model-loading breakage for Llama 3.2 Vision." + "reason": "Forward-doc ambiguity is not the same as a model-loading regression for Llama 3.2 Vision." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a comb tensor transpose/dtype issue are different defects." + "reason": "DeepSeek-V4 gating logic and a transpose/dtype bug are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and forward-pass documentation confusion are unrelated." + "reason": "Slow from_pretrained checkpoint loading is not the same as confusing forward documentation." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a GLM-5 RoPE implementation issue." + "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE math are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific, but they describe different architectures and different bugs." + "reason": "Both touch positional encoding, but they are different models and distinct implementation bugs." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are different subsystems." + "reason": "local_files_only network requests and processor timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings behavior and a Qwen3ForCausalLM VRAM leak are unrelated." + "reason": "TF32 behavior settings and a VRAM leak are different concerns." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad '5.0 breaks many models' complaint does not match a specific Qwen3_5 import failure." + "reason": "A broad 'v5 breaks models' complaint is not the same as a specific Qwen import failure." }, { "left": "issue:43519", - "right": "issue:44623", + "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and missing save_pretrained files are different bugs." + "reason": "Timestamp calculation and VRAM leakage are unrelated bugs." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch is unrelated to Gemma4Audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in a GLM MoE indexer is not the same as Gemma-4 audio encoding logic." + "reason": "torch.split return handling in DSA indexing is unrelated to audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "A missing rms_norm_eps precision issue in MLA does not match Gemma-4 audio positional encoding." + "reason": "RMS norm epsilon precision and audio positional encoding are different bugs." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and a DeepSeek-V4 weight conversion question are not the same bug/change." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Processor timestamp math and multi-thread VRAM leakage are unrelated." + "reason": "Continuous batching support for audio models and a weight-conversion-script question are not the same change." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are both import errors but for different symbols and likely different causes." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different missing symbols." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is not the same as a Qwen3_5 import failure." + "reason": "Nemotron Flash Attention 2 support and Qwen import errors are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-v5 regressions, but one is general behavior drift and the other is an incorrect decoder type; too weak to treat as the same concrete bug." + "reason": "Both concern tokenizer v5 behavior, but one is a broad v4-to-v5 difference and the other is a specific decoder-type bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support and a generic Flash Attention 2.0 request are not enough to prove the same underlying change." + "reason": "Specific GPT2LMHeadModel FA2 support request vs a vague Flash Attention 2.0 issue; too broad to treat as the same bug/change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue ('Unemployment') are not connected." + "reason": "Scheduler kwargs handling and an unrelated placeholder title do not match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo and an unrelated placeholder issue are not duplicates." + "reason": "Cache-strategy typo and an unrelated placeholder title are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions behavior and an unrelated placeholder issue are not duplicates." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder title." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder issue and a broad v5 breakage complaint are not the same underlying problem." + "reason": "A placeholder title is not the same as a broad v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and an unrelated placeholder issue are not duplicates." + "reason": "Python 3.14 load failure is unrelated to the placeholder title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crashes and chat template tool-call crashes are unrelated." + "reason": "_get_tied_weight_keys AttributeError and chat-template tool-call crashes are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing layer_type_validation import are different loading problems." + "reason": "Slow checkpoint loading and an import error for layer_type_validation are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is not the same as tied-weight key handling." + "reason": "Missing pad_token_id and tied-weight-key list handling are different attribute/serialization bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key crashes are different config/serialization bugs." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to _get_tied_weight_keys crashing." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both reference Flash Attention 2.0, but one is GPT2LMHeadModel support while the other is NemotronH support; different model-specific changes." + "reason": "Both mention Flash Attention 2.0, but they target different models and likely different implementation work." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor save_pretrained files are unrelated." + "reason": "FP8 inference support and processor.save_pretrained file emission are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on training failure and slow from_pretrained checkpoint loading have no shared code path." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs are different issues." - }, - { - "left": "issue:31515", - "right": "issue:33453", - "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are both loading-related but not the same bug." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE inference and a from_pretrained regression are different concerns." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are not the same change." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementation issues." + "reason": "MLFlow reporting on failed jobs and slow checkpoint loading are unrelated." } ] }, @@ -17925,18 +17812,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-477", + "cluster_id": "cluster-10000-479", "nodes": [ + "issue:31515", + "issue:33453", + "issue:36296", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", + "issue:44230", + "issue:45310", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", "issue:42936|issue:43240", @@ -17944,105 +17843,135 @@ "issue:42936|issue:44031", "issue:42936|issue:46144", "issue:42936|issue:43813", - "issue:43668|issue:43813", "issue:43240|issue:43668", + "issue:43668|issue:43813", "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "2c0cd1a31e14ef4c6914c60b2de47cb22a9e325ab5e3bdc261239513c6bb4ba2", + "prepared_review_unit_hash": "354387378ae0052f874cd6f0d530db48bfff7ec941db628bf2d1f4f75c0eea04", "component_budget": { - "node_count": 477, - "item_count": 477, - "soft_pair_count": 1760, - "serialized_chars": 911713, - "estimated_input_tokens": 227929, - "estimated_eval_tokens": 456114 + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7773, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13075, + "estimated_input_tokens": 3269, + "estimated_eval_tokens": 6794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are heterogeneous and do not appear to describe one underlying bug or change. The soft-similarity matches are superficial (mostly generic wording like incorrect behavior, warnings, or missing interface usage) and should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are mostly heterogeneous false-positive matches. A few are loosely loading/model-related, but none of the soft pairs appear to describe the same underlying bug or fixable change, so no soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the most concrete and actionable report: it names a specific regression, version range, and model family, making it the best representative of the small loading-related subtheme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45310 is the strongest overall issue candidate because it is specific, reproducible, and easier to anchor than the more generic or orthogonal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training are different failure modes in different code paths." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but one is slow from_pretrained checkpoint loading while the other is a tokenizer-loading regression." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Same model family appears, but one is fp8 inference support and the other is a from_pretrained error regression; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 Qwen support are unrelated features/issues." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights behavior and RoFormer attention-interface usage are unrelated model implementation problems." + }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating; different models and code paths." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT config type-hint typo is unrelated to tokenizer regex warnings; one is a config annotation issue, the other is a runtime warning regression." + "reason": "A config type-hint issue is unrelated to tokenizer regex warning regressions." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value usage is not the same as kwargs not being forwarded to a loss function; different failure modes and locations." + "reason": "Both touch loss-related code, but one is an unused ignore_value and the other is kwargs not forwarded to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Missing kwargs in loss calculation is unrelated to RoFormer not using the attention interface." + "reason": "Loss kwargs forwarding and RoFormer attention-interface usage affect different components and code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former loss-target handling and tokenizer regex warnings are unrelated subsystems with no shared bug path." + "reason": "Mask2Former loss masking and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value behavior is unrelated to RoFormer attention dispatch/interface usage." + "reason": "Mask2Former ignore_value handling is not the same bug as RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A loss/label-handling issue is unrelated to a typo in a quantization-operation attribute name." + "reason": "Unused ignore_value and a typo in quantization-operation naming are unrelated." }, { - "left": "issue:43668", - "right": "issue:43813", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig and a typo in quantization conversion code are unrelated." + "reason": "Loss kwargs propagation and ModernBERTConfig type-hint correctness are different concerns." }, { - "left": "issue:43240", - "right": "issue:43668", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "Forwarding kwargs to a loss function is unrelated to an incorrect config type hint." + "reason": "A config annotation bug is unrelated to a typo in a quantization symbol path." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm vs RMS norm semantics are unrelated to ModernBERT norm_eps type hints." + "reason": "Llama4TextL2Norm/RMS norm semantics and ModernBERT norm_eps typing are different issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are separate issues with no common code path." + "reason": "Mask2Former loss behavior and ModernBERT config typing are unrelated." } ] }, @@ -18075,52 +18004,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "686c46bdabb25ff68457693fd5b8fe62b1d4e77335f32e4b7358511045f1b90a", + "prepared_review_unit_hash": "b536a998d6c9a688ad543a80241b9cbd960a6b6c6c1e53d468266611e01cfce2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they concern token truncation behavior, scheduler-like functionality, and Wav2Vec2 word offset extraction.", + "summary": "The three issues are about unrelated topics: token truncation behavior, learning-rate scheduler functionality, and Wav2Vec2 word time offsets. They do not form a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the three items describe unrelated feature requests in different parts of the library.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative because there is no shared underlying bug or change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features: truncation strategy for tokenization vs. word boundary timestamps in Wav2Vec2." + "reason": "Different domains and requests: tokenizer truncation configuration vs speech model time offsets. No shared bug or fix path." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler behavior." + "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduler functionality are unrelated features." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and goals: learning-rate scheduling vs. Wav2Vec2 time offsets." + "reason": "A scheduler feature request and Wav2Vec2 word boundary timing are clearly unrelated." } ] }, @@ -18152,7 +18081,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "d3a9e7faac228f1bdbc5f295879c40cb08305ce4b98bb4dd71f0eaa34d4af809", + "prepared_review_unit_hash": "1e9372e1fb645ee64fcca0822d10299badf59569cb69c9afd9668ea4383b93b4", "component_budget": { "node_count": 3, "item_count": 3, @@ -18174,24 +18103,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates of one another. One is about Tapas tokenization differing from TensorFlow, while the other two are model-loading failures with different apparent causes (private-model authentication vs a generic public model load error).", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because the reports are about different bugs. If forced to choose the broadest user-facing problem, #16618 is the most generic model-loading complaint.", + "summary": "These issues do not look like the same bug. One is a tokenization discrepancy, one is a specific auth/error-message problem when downloading private models, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, with a direct model-loading failure title and the most discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best issue candidate only in the sense that it is the broadest and most central of the model-load related reports, but it is still not a duplicate of the others.", + "best_issue_reason": "#16618 is the best cluster representative because it is the only issue about an actual model load failure; the other two describe unrelated tokenization and login/error-message concerns.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: tokenization parity vs model loading. No evidence they share the same underlying code path or fix." + "reason": "Tokenization output mismatch versus a model-loading failure are different problem classes and do not indicate the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model download/load failures, but #15980 is specifically a private-model login/authentication error while #16618 is a generic 'can't load bert-base-uncased' report. Too different to treat as the same bug." + "reason": "#15980 is specifically about a private-model download/login error message, while #16618 is a separate generic failure to load bert-base-uncased; the concrete failure modes differ." } ] }, @@ -18221,7 +18150,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "d448cd59a7fe81ad91c92cbff14e87b888d3e67b8cd779d6864c2ed59dfa65fd", + "prepared_review_unit_hash": "217cf50320d2e583e28d14f1f4301e35b504e9015e8333bdce6495a5a62c4f5c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18243,18 +18172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one for broader Flash Attention 2 architecture support, the other for broader GGUF architecture support. They share only a generic contribution framing, not the same underlying bug or change.", - "confidence": 0.98, + "summary": "These are two separate feature-request issues about adding support for different model/runtime architectures. They share a similar \u201ccommunity contribution\u201d framing, but the underlying changes are unrelated, so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue applies here; these are distinct feature requests for different subsystems and should be tracked separately.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF). The overlap is only in wording about adding support for more architectures, not the same change." + "reason": "Both are broad support-request issues, but one asks for Flash Attention 2 support and the other for GGUF support. They target different code paths and different changes, so they are not the same underlying bug/change." } ] }, @@ -18313,187 +18242,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "5cb8e0a4e40d062dbe8572524ddfbc5d4a28093fa54708ae5efd46e6bed4ea62", + "prepared_review_unit_hash": "1bbf05884dab2f571f2b38b6e1f25a8b67aac1f087230263e5f2f5598c409679", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13511, + "estimated_input_tokens": 3378, + "estimated_eval_tokens": 7012 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13529, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13511, + "estimated_input_tokens": 3378, + "estimated_eval_tokens": 7012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The packet supports two likely duplicate subgroups, not a single cluster-wide duplicate set: the generic i18n placeholder-template issues, and the Thai-titled pair. The Turkish, Spanish, and Romanian translation requests look like separate language-specific issues and should not be merged across languages.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43834 is the best canonical for the generic-template subgroup: it is the earliest placeholder-title issue and is very close to 44365 and 44370.", + "summary": "This cluster is mostly templated i18n translation requests, so many soft similarities are not real duplicates. I\u2019d only merge the exact/near-exact placeholder subgroup and the identical Thai pair; the concrete language-specific requests are distinct issues.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43834 is the cleanest representative of the generic placeholder-based translation request subgroup: it has the exact template title and sits in the middle of the near-identical placeholder issues.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue should anchor the cluster, 43834 is the strongest choice because it represents the larger generic-template duplicate subgroup and predates the near-identical follow-ups.", + "best_issue_reason": "Among the issues here, issue:43834 is the best global representative because it is the most central duplicate candidate in the placeholder cluster and has the strongest linkage to the near-identical template issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs generic placeholder-template issue; same broad topic, but not the same underlying task." + "reason": "Different concrete translation requests; one is Turkish and the other is a generic template issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different underlying requests: Turkish language-specific issue versus generic template issue." + "reason": "Different concrete translation requests; Turkish vs a generic template entry." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific translation request is distinct from the generic placeholder-template issue." + "reason": "Turkish-specific request does not look like the same issue as the generic placeholder translation template." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages and different requests; not duplicates." + "reason": "Different target languages; Turkish and Romanian are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are distinct language-specific issues." + "reason": "Different target languages; Turkish and Spanish are separate translation requests." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is separate from the generic template issue." + "reason": "Spanish-specific request vs generic template issue; not the same underlying change." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request versus generic placeholder-template issue; not the same bug or task." + "reason": "Spanish-specific request vs generic template issue; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language targets (Spanish vs Romanian), so these are separate requests." + "reason": "Different target languages; Spanish and Romanian are separate translation requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request is not the same as the generic template issue." + "reason": "Spanish-specific request vs generic template issue; not the same issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request vs generic placeholder-template issue; only superficial similarity." + "reason": "Romanian-specific request vs generic template issue; different underlying requests." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request is distinct from the generic template issue." + "reason": "Romanian-specific request vs generic template issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request and generic template issue are not the same underlying task." + "reason": "Romanian-specific request does not match the generic placeholder translation template." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request and Thai-titled issue are different language-specific requests." + "reason": "Different language and title content; Romanian request is separate from the Thai issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian request and Thai-titled issue are different language-specific requests." + "reason": "Different language and title content; not the same underlying request." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder title and near-identical body shape; this looks like the same template translation issue." + "reason": "Same placeholder translation-request title and near-identical body; looks like a duplicate template issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder-template translation issue with essentially the same content structure." + "reason": "Same generic title and nearly identical body text; likely the same template issue opened twice." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template issue versus Thai-titled issue; not the same underlying request." + "reason": "Generic placeholder issue vs a concrete Thai-language title; not clearly the same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic template issue versus Thai-titled issue; only broad translation similarity." + "reason": "Generic placeholder issue vs a concrete Thai-language title; too different to merge." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder-template issue; titles and bodies are closely aligned." + "reason": "Both are the same generic placeholder translation issue with very similar bodies." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic template issue and Thai-titled issue are unrelated duplicate candidates." + "reason": "Generic placeholder issue and a Thai-specific issue are not the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic template issue and Thai-titled issue are not the same issue." + "reason": "Generic placeholder issue and a Thai-specific issue are not the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic template issue versus Thai-titled issue; different underlying requests." + "reason": "Generic placeholder issue vs Thai-specific title; not a duplicate." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic template issue versus Thai-titled issue; not duplicates." + "reason": "Generic placeholder issue vs Thai-specific title; not a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title and matching body shape indicate the same underlying issue." + "reason": "These are essentially identical Thai-title issues with matching body structure, so they look like the same underlying request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is a bit too strong. The packet supports two highly similar groups, but it does not fully justify calling the generic-template set an \"exact-match subgroup\" or asserting that these are the only true duplicates with that level of certainty. A more conservative phrasing would be that there are two likely duplicate subgroups: the placeholder i18n-template issues and the Thai-titled pair, while the Turkish/Spanish/Romanian requests remain distinct language-specific issues." + "accept": true, + "feedback": "The clustering and soft-edge calls are grounded in the packet: the analyst limits merges to the clearly near-identical placeholder subgroup and the identical Thai pair, while keeping the language-specific translation requests separate. The representative/canonical choice is reasonably supported by the high overlap among the placeholder issues, and the verdicts stay conservative rather than over-claiming duplicate status for the concrete-language requests." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18535,8 +18464,8 @@ "issue:36817|issue:43671", "issue:36817|issue:36879", "issue:36879|issue:41211", - "issue:36879|issue:44121", "issue:36879|issue:43909", + "issue:36879|issue:44121", "issue:36879|issue:43837", "issue:36879|issue:43671", "issue:37015|issue:43837", @@ -18572,274 +18501,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "6ceb908413b7eb7663e55bbfc2e6b031fba93c86ae577c18899048b6d93964c7", + "prepared_review_unit_hash": "2bdf1fe084442dbb30c400bfab00aa7fded1ba7dfa0dba80b4b378b0cb032b19", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24141, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24148, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24141, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "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": "These items are only loosely similar model-request issues; they do not appear to be duplicates of the same underlying bug or change. They span different model families and features, so no merge-worthy issue cluster emerges.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the titles describe different models/features (e.g. EuroBert, DEIMv2, Qwen3-TTS/ASR, Voxtral TTS, Granite SWA+sink), and the shared similarity is just the generic 'add model' request template.", + "summary": "This cluster is thematically similar but not duplicate: it groups many distinct model-add/support requests across different model families, tasks, and modalities. No soft pair looks like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate stands out; the items are distinct requests. If a hub is needed, issue 43671 is the most central, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for deduplication; any one would be only a loose representative of a broad set of unrelated model-add requests.", + "best_issue_reason": "Issue 43671 is the best representative of the loose cluster because it has the broadest overlap and highest apparent centrality, though it is still not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model requests." + "reason": "EuroBert config vs DEIMv2: different model families and unrelated requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are unrelated model additions." + "reason": "EuroBert config vs Qwen3-TTS: different model and different task." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are different architectures and requests." + "reason": "EuroBert config vs RF-DETR: unrelated model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model requests." + "reason": "RF-DETR vs DEIMv2: different detection models, not the same change." }, { "left": "issue:36879", - "right": "issue:44121", + "right": "issue:43909", "accept": false, - "reason": "RF-DETR and circuit-sparsity transformer are unrelated models." + "reason": "RF-DETR vs LFM2.5 Audio: different domains and model types." }, { "left": "issue:36879", - "right": "issue:43909", + "right": "issue:44121", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different domains and code paths." + "reason": "Detection model request vs sparse transformer request: unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are not the same feature." + "reason": "RF-DETR vs ASR support: different model tasks and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are distinct model integrations." + "reason": "RF-DETR vs TTS support: different model families and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests." + "reason": "NeoBERT vs ASR support: different model and modality." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and weight-sparse transformer support are unrelated." + "reason": "NeoBERT vs sparse transformer request: not the same underlying change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." + "reason": "NeoBERT vs audio model support: unrelated requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." + "reason": "RF-DETR vs NeoBERT: different model additions entirely." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models despite similar names." + "reason": "NeoBERT vs ModernVBERT: distinct model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + "reason": "MiniCPM3 architecture vs ASR support: different model and task." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparsity transformer are different code paths." + "reason": "MiniCPM3 vs sparse transformer request: unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 vs ModernVBERT: different model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model integrations." + "reason": "MiniCPM3 vs Voxtral TTS support: different model families and tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are separate models." + "reason": "DEIMv2 vs Qwen3-TTS: unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are not duplicates." + "reason": "ModernVBERT vs ASR support: different model and modality." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model additions." + "reason": "ModernVBERT vs TTS support: unrelated requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are different requests." + "reason": "Specific ModernVBERT request vs generic RoPE note: not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + "reason": "Generic BERT-like RoPE issue vs Voxtral TTS support: different scope." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and an unrelated closed issue title are not the same change." + "reason": "Architecture note vs unrelated issue titled with a person name; no overlap." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and changes." + "reason": "Qwen3-TTS vs Qwen3-ASR: related theme but different submodels and changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are distinct model support requests." + "reason": "Qwen3-TTS vs Voxtral TTS: different model support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support vs DeepSeek-OCR2: different modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the weight-sparse transformer request are different features." + "reason": "TTS support vs sparse transformer request: unrelated." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." + "reason": "Qwen3-TTS vs LFM2.5 Audio: different models, not one duplicate." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are not the same underlying request." + "reason": "ASR support vs audio model request: different model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model proposals." + "reason": "Qwen3-ASR vs EUPE: different model families and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and circuit-sparsity transformer support are different code paths." + "reason": "ASR support vs sparse transformer request: unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS: different tasks and models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs DeepSeek-OCR2: unrelated modalities." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + "reason": "LFM2.5 Audio vs SAM3-LiteText: different model domains." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink option are unrelated requests." + "reason": "Audio model request vs Granite SWA+sink option: different model families and change types." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model changes." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model requests." + "reason": "Sparse transformer request vs EUPE: unrelated model changes." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models." - }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + "reason": "NeoBERT vs Voxtral TTS support: different model families and tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests." + "reason": "EUPE vs TIPSv2: distinct vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are not the same issue." + "reason": "ModernVBERT vs unrelated issue; no shared underlying bug or feature." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support vs unrelated issue; not a duplicate." } ] }, @@ -18869,12 +18798,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "5041523edd7fd67d02068ec03ff3379b13789ecff4f4d3884d9054be86fa9cf5", + "prepared_review_unit_hash": "077804748ce75550a60ac7b49fbac40ba22c408aab8656b4bd75341f0114380c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18882,7 +18811,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -18891,18 +18820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and not a duplicate signal.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the reports cover different subsystems and different kinds of work (documentation vs. vision model refactor).", + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate relationship or shared underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the more substantive code-related item, but it is not a duplicate of the docs-only Pruna request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics, different domains, and no shared files or explicit target; this is not the same underlying bug or change." + "reason": "Different topics and scopes: documentation/framework listing vs. a vision positional-embedding refactor. They do not describe the same bug, feature, or code change." } ] }, @@ -18932,12 +18861,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b7b22a908231f2e7e21d3f4722b54158dcbe88acb8bc03cfb13d7b14f56832df", + "prepared_review_unit_hash": "87cdc29d6dac62f8fd84c517025baae15901a5737fd6653249ee154d271e11b3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18945,7 +18874,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -18954,18 +18883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is an ambiguous request about block decoding, while the other is a specific feature request for DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one is about block decoding, the other about adding DeepSeek v3.2 support. They share no explicit targets, filenames, or code-path evidence.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the titles describe unrelated work items rather than the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "DeepSeek v3.2 support is the more concrete, actionable issue title; \"Set Block Decoding\" is too vague to serve as a clear cluster anchor.", + "best_issue_reason": "Neither issue is a good representative of the other; there is no duplicate cluster here to consolidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests and likely different code paths: block decoding versus adding support for a specific model version." + "reason": "Different features with no shared implementation target or concrete bug/change; soft similarity is too weak to treat them as duplicates." } ] }, @@ -18995,7 +18924,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "cdf0a87ee7ece085aa19c0ea76aa8c4d064db1dc5434a5b48414eeb617c5e411", + "prepared_review_unit_hash": "e10eae019554e68fa63c5947f51201b463c4e23e3814d56bb6c6e5a08e4f2bb4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19017,18 +18946,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like separate feature requests in the same general family of memory-saving model components, but they target different mechanisms: FLCE/TiledFusedLogitsLoss support in `from_pretrained()` versus integrating TiledMLP. Not a duplicate pair.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 41306 is the more concrete request, centered on a specific flag/workflow gap in `from_pretrained()` for TiledFusedLogitsLoss (LigerFusedLinearCrossEntropy / FLCE).", + "summary": "These two issues are only loosely related by a shared theme of tiled/memory-efficient layers, but they concern different components and different requests: one is about enabling a specific fused loss flag in `from_pretrained()`, the other is about integrating TiledMLP. They do not look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #41826 is the better canonical representative if this cluster is kept together because it describes a broader, self-contained feature request with a clear memory-footprint goal; #41306 is a narrower API-flag request for a different subsystem.", "canonical_pr_reason": null, - "best_issue_reason": "41306 is the best representative issue because it has a narrowly defined API integration problem and is easier to act on than the broader TiledMLP memory-footprint idea.", + "best_issue_reason": "#41826 is the stronger issue overall: it is more general, more actionable as a feature request, and less tied to a specific implementation detail than #41306.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one is about enabling a specific FLCE/TiledFusedLogitsLoss flag during model loading, the other is a separate proposal to add TiledMLP for memory reduction. Same broad optimization theme, but not the same bug or fix." + "reason": "Different underlying changes: #41306 is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while #41826 is about adding TiledMLP for memory savings. Shared memory/tiling wording is too broad to treat as duplicates." } ] }, @@ -19058,7 +18987,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "68d6ce5fd9fef8e9ddbb472dd2217847b6e163039a0b362af1b88f8977afb4e2", + "prepared_review_unit_hash": "3e8b45c7e984fe03435af15762a585e5ff8216eb561306cf9d5d272650c72b62", "component_budget": { "node_count": 2, "item_count": 2, @@ -19080,18 +19009,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (Trainer customizability / custom trainers) but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation. Not a duplicate pair.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43598 is the cleaner cluster anchor because it is a concrete, narrowly scoped Trainer behavior question with a specific knob (`remove_unused_column`).", + "summary": "These two issues are related only at a very broad level (both touch Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. Not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate here. If one must be chosen as the representative issue, #43598 is the more concrete and narrowly scoped Trainer behavior request, but it does not subsume #43600.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is more representative of the apparent theme of Trainer customization; #43600 is a separate FLOPS-accounting concern and not a good stand-in for the cluster.", + "best_issue_reason": "#43598 is the clearer representative because it targets a specific Trainer customization hook (`remove_unused_column`), whereas #43600 is a separate FLOPS-accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar surface area, but not the same change or fix." + "reason": "Different underlying concerns: `remove_unused_column` customizability vs. FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug/change." } ] }, @@ -19121,7 +19050,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "03f658a02e88aacce71e869bd00e646e81f7402896675364106774e1447182a9", + "prepared_review_unit_hash": "1a794d8c96bef7c840828fda902fa07f877f643c146af4c6ca0fadaa6c2d9247", "component_budget": { "node_count": 2, "item_count": 2, @@ -19143,18 +19072,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (Qwen model support), but they request different capabilities for different model families and task heads, so they should not be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #43684 is the broader upstream request: registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is the cleaner anchor for this cluster, while #44405 is a separate task-specific request for Qwen3.5 sequence classification.", + "summary": "These issues are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different heads.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader registration request, but it is not the same underlying change as 44405; the topics differ by model family and task head.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue to keep as the canonical representative because it covers the wider model-registration change and is less specialized than #44405.", + "best_issue_reason": "43684 is the more general issue about model registration, so it is the better cluster anchor if one must be chosen, though the pair should not be merged as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Do not treat as duplicates: one asks for Qwen3-Omni auto-class registration, the other asks for Qwen3.5 sequence-classification support. Different model families and different code paths." + "reason": "Different underlying requests: Qwen3-Omni model registration vs Qwen3.5 sequence classification support. They are related only at the broad AutoModel layer, not the same bug/change." } ] }, @@ -19191,12 +19120,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e0047f6f08a3317c30694781e3cf627580903535e594b2933b2107b5e6539a63", + "prepared_review_unit_hash": "c69dda5ad600107fb73bf53de8bcf4b8a587a7a96687c749ae75b0f402b327d7", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -19204,7 +19133,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -19213,57 +19142,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface\" issues look like duplicates of the same report; the differently titled \"Fett\" issue does not have enough evidence to join that group. No PRs are present.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43859 is the strongest representative among the likely duplicates because it has the same title as the others and is the only one with any discussion activity, suggesting slightly more context.", + "summary": "43835 looks unrelated. The three \"huggingface\" issues have identical titles and no distinguishing metadata, so they likely duplicate the same report; however, 43859 being much later means timing is not strong evidence. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43845 is the best canonical anchor among the three indistinguishable \"huggingface\" issues because it is the earliest and the metadata does not separate them.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43859 is the best global issue candidate for the same reason: it appears to be part of the duplicate \"huggingface\" set and has the most engagement.", + "best_issue_reason": "43845 is the best global issue representative: 43835 appears unrelated, and the remaining three issues share the same title with no differentiating details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body/details to show the same underlying bug; similarity alone is too weak." + "reason": "Different titles and no shared metadata suggesting the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence they describe the same issue." + "reason": "Different titles with no evidence they report the same bug or change." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "The \"Fett\" report is not clearly the same problem as the \"huggingface\" reports." + "reason": "\"Fett\" does not look like the same issue as the \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title and near-identical timing strongly suggest duplicate reports of the same issue." + "reason": "Identical titles and no distinguishing metadata make them look like duplicate reports." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and same apparent topic; likely duplicate reports of the same underlying issue." + "reason": "Same title and no differentiating details; the later timestamp alone is not enough to separate them." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and same apparent topic; likely duplicate reports of the same underlying issue." + "reason": "Identical titles and sparse metadata suggest the same underlying issue despite the time gap." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact same title, while 43835 is different and lacks evidence tying it to that set. The canonical/best-issue choice of 43859 is conservative and supported by its only slightly higher discussion activity. No PRs are present, and the soft-edge verdicts stay within the evidence available." + "accept": false, + "feedback": "The grounding is mostly fine for 43835 vs. the three \"huggingface\" issues, but the writeup overstates the timing evidence. 43845 and 43846 are close together, yet 43859 is about 13 hours later, so \"opened within a short window\" and \"similar timing\" are not well supported for all three pairings. The duplicate claim among the three huggingface issues may be plausible from identical titles alone, but it should be stated more conservatively. No PRs are present, so the PR side is fine." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19298,88 +19227,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e8b327dfbeaf2ad801d0cd8f9d693a7d43211149e69581598527656e744caa5a", + "prepared_review_unit_hash": "9de244f375ad2fd904eb3bd3e34dd065f90f9fdd571f579e2df57ae4f6d7629b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-information spam or generic placeholders with no concrete bug/report content, so there is no credible duplicate cluster here.", - "confidence": 0.96, - "canonical_issue_reason": "No issue stands out as a real canonical report; the titles are generic/spam-like and the bodies contain no actionable details, repro, or shared target.", + "summary": "This cluster is low-signal: the items are generic spam/placeholders and one vague docs request, with no shared bug or concrete change to deduplicate.", + "confidence": 0.98, + "canonical_issue_reason": "No reliable canonical issue: the titles are either spam or unrelated generic text, and none describe the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "None of these issues is suitable as a canonical issue because they do not describe a substantive problem and provide no usable linking evidence.", + "best_issue_reason": "Issue 44418 is the least spam-like and the only one that resembles a topical request, so it is the least bad representative, but it is still not a strong canonical anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders with no descriptive body or shared technical problem." + "reason": "Both look like spam placeholders; same superficial title pattern is not evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same pattern of generic spam content; no evidence they report the same issue." + "reason": "Both look like spam placeholders; there is no concrete shared bug or feature request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation request; not the same underlying report." + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated titled issue; no concrete overlap in bug/change." + "reason": "Spam placeholder versus a different vague text title; no shared underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion does not match a spam placeholder as a duplicate." + "reason": "Generic documentation request versus spam placeholder; not the same artifact or fix." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No shared specific problem statement; the items are too generic to merge as duplicates." + "reason": "Generic documentation request versus spam placeholder; no concrete overlap in bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no substantive evidence they describe the same underlying bug or change." + "reason": "Both are spam placeholders, but the cluster signal is too weak to treat them as the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated titled issue; insufficient evidence of duplication." + "reason": "Spam placeholder and unrelated vague text title; no shared concrete problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete shared bug, change, or target; reject as duplicate pair." + "reason": "Spam placeholder and unrelated vague text title; no shared concrete problem." } ] }, @@ -19409,7 +19338,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "0cfbe8e0c06baceadba83926519f2e4cfa6c01bfed58aa02c63ab7b7811ee116", + "prepared_review_unit_hash": "ba9cf472b1d9e6802f559f45366114d26276bd6072083e7423b1250d6b284dec", "component_budget": { "node_count": 2, "item_count": 2, @@ -19431,28 +19360,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues share the exact same title and moderate soft similarity, so they are likely related and possibly duplicate reports, but the evidence is not strong enough to treat them as near-identical duplicates with high confidence.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the more established thread.", + "summary": "The two closed issues are very likely duplicates: they have identical titles, very similar-sized bodies, and a soft-similarity signal, but the packet does not expose the body text itself, so the match should be treated conservatively. #45145 is the better canonical issue because it was opened first and already has one inbound reference.", + "confidence": 0.8, + "canonical_issue_reason": "#45145 is the best canonical representative because it was created earlier and has an inbound reference; the available evidence suggests a likely duplicate, but not enough to claim definitive sameness from the packet alone.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative issue for the cluster for the same reasons: earliest creation and slightly stronger linkage.", + "best_issue_reason": "#45145 is the strongest single issue to keep as the representative since it is earlier chronologically and already has slightly more linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles match exactly and the soft similarity is moderate, but there is no deterministic match, no shared targets/files, and no body-level evidence that they are the same underlying report. This supports related/possibly duplicate, not a confident duplicate acceptance." + "accept": true, + "reason": "Accept as a likely duplicate: the titles are identical and the soft-similarity signal is strong, but the evidence is still limited enough that the match should be treated conservatively." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that these issues share the same title and have moderate soft similarity, but it does not establish that they are \"near-identical duplicates\" or that the body content is highly similar with high confidence. The soft-edge acceptance is a bit too strong for the evidence available, especially since deterministic_accept is false and the only pair evidence is soft_similarity. A more conservative verdict would be that they are likely related and possibly duplicates, not definitively duplicate reports." + "feedback": "The pairing is plausible, but the writeup is a bit too strong for the evidence available. The packet only gives identical titles plus a soft_similarity signal; it does not show the body text, so \"same report\" / \"effectively the same issue\" is stronger than the packet directly supports. The canonical choice of #45145 is fine on chronology and inbound reference, but the confidence should be much lower than 0.99 and the verdict should stay explicitly conservative (e.g. \"likely duplicate\" rather than definitive sameness)." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19529,40 +19458,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "73e9d20da3143af175385012ee21b44ba904352c4536a9dcce549233a6ed3429", + "prepared_review_unit_hash": "69c520ce896620f1ef292e502ca6619b8f63da85c00ab1b7544855fb174c9b97", "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 issues are related only at a very broad 4-bit inference level, but they describe different failure modes and should not be treated as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits: 45672 reports a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, while 45674 reports llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError. Different root causes and symptoms.", + "summary": "These are related only at a broad level (4-bit/quantization inference), but they describe different failure modes in different code paths: Gemma4 audio-module uint8 weights hitting torch.finfo() versus BitsAndBytesConfig skip-module handling clearing lm_head exclusion. I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the more general quantization-config bug and is framed around a reusable inference path rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better standalone representative because it states a concrete config bug with a clearer, generally actionable reproduction path; 45672 is a more model-specific symptom report.", + "best_issue_reason": "Issue #45674 is the better representative for the cluster because it describes a concrete, user-visible 4-bit inference regression in BitsAndBytesConfig that is broader than the Gemma4-specific torch.finfo() failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: the titles and described failures point to different bugs\u2014one is a uint8/torch.finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig exclusion regression causing AssertionError. Shared 4-bit inference context is too broad." + "reason": "Different underlying bugs and code paths: one is a Gemma4 audio-module dtype/torch.finfo() problem, the other is BitsAndBytesConfig skip-module handling that removes the default lm_head exclusion and triggers an AssertionError." } ] }, @@ -19592,40 +19521,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "cc188b837ea06bb8a3ed9d32ae6b9996166e8a6fe8ac2edb0cd466a422c9ddc9", + "prepared_review_unit_hash": "59148f5a03b28f17b3a5d44ab8dd8515a71f028512c967167fe47a2d05a2a192", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely similar in having the same surname, but the titles appear to be unrelated personal-name placeholders with no body or technical content. They should not be treated as duplicates.", - "confidence": 0.96, + "summary": "The two issues look like distinct entries about different people and dates, not the same underlying bug/report. The soft duplicate edge should be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single canonical issue: the titles refer to different names and dates, with no shared context beyond a surname and formatting.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Same surname in the titles, but no evidence of the same underlying bug or request; these look like separate content-free issues." + "reason": "Different subjects ('Mirko Privitera' vs 'Ivan privitera') and different dates; this looks like two separate records, not the same issue." } ] }, @@ -19655,7 +19584,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "24a5874e8e03a6c36b3d24dac191ffdbe16f4413de333cdd635da838f2a6e141", + "prepared_review_unit_hash": "ef10284f0b3f7c0d5e0080ec5b03514421542c87b3ec36687cbcd7f0784afe8b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19677,18 +19606,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues contain only different personal-name/date titles and no body, links, or shared technical context, so they do not look like duplicates.", - "confidence": 0.96, + "summary": "Both items are closed issues with empty bodies and non-technical, name/date-style titles. They do not describe the same bug or any actionable product problem, so this looks unrelated rather than duplicate clustering.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a suitable canonical issue: both are effectively placeholder/personal-name entries with no bug description or technical context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different subjects with no technical description, filenames, or issue links; the titles appear unrelated rather than the same underlying bug or request." + "reason": "No evidence of the same underlying bug or request; the titles are just different names/dates and both bodies are empty." } ] }, @@ -19718,12 +19647,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "6c12c48646df1b8cfa6a8c74d30a091e5ebee41ffef8fc693eb304004db744fc", + "prepared_review_unit_hash": "f9fcd93bd073b7b4886cc6eca0d65299ceceacffcf861402180fdd3d2273241d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19731,7 +19660,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -19740,18 +19669,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "summary": "These are unrelated feature requests: one asks for a new Qwen3.5 token-classification head for value modeling, the other asks for FP8 training support. They do not describe the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45810 is the more concrete and actionable feature request, with a specific model/API addition requested.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No indication they describe the same underlying bug or change." + "reason": "Different feature areas and code paths: model-head addition vs FP8 training support. Similarity is superficial, not a duplicate." } ] }, @@ -19791,12 +19720,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b120155e304ad89b38a8330bc19e7558bb58173142ed82670bccef64c084b249", + "prepared_review_unit_hash": "178ad3c13b677d61b147ccd2542d73beb99df40703b17d0725b2678d814157c8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19804,7 +19733,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -19813,69 +19742,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two exact-duplicate issue pairs stand out: 45870/45871 and 45872/45873. The dataset/sample issue 45869 is related by topic but not the same report, so it should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45870 is the earliest exact duplicate in the repeated 'Example: Financial time series prediction with DataForge' pair, so it is the cleanest canonical representative for that cluster.", + "summary": "The cluster contains two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate financial data bundle/sample request and should not be merged with the example/scraping-service issues. The canonical/best anchor should be justified by exact-title duplication and chronology, not by claiming one identical title is more generic.", + "confidence": 0.92, + "canonical_issue_reason": "45870 is a reasonable canonical anchor for the exact-duplicate pair 45870/45871 because it is one of the identical-title issues and was created first.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue candidate because it is a clear duplicate target, appears earliest, and is a clean representative of one of the duplicate clusters.", + "best_issue_reason": "45870 is a solid global issue representative because it participates in an exact duplicate pair and there is no evidence that it differs materially from 45871; using it as the anchor is consistent with the cluster structure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad finance/data theme, but one is a dataset/sample promo and the other is an example writeup; not the same underlying issue." + "reason": "Different concrete requests: a financial data bundle/sample versus a financial time-series example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; the dataset bundle and the example request are different artifacts, not duplicates." + "reason": "Different concrete requests: a financial data bundle/sample versus a financial time-series example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate titles and matching issue shape indicate the same underlying example request." + "reason": "Exact duplicate match: identical title and no evidence of differing scope or work." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series with DataForge, but one is the example request and the other adds a scraping service; different change/problem." + "reason": "Same broad financial theme, but different concrete request: time-series example versus a scraping service addition." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Similar theme, but the scraping-service variant is a distinct request from the plain prediction example." + "reason": "Same broad financial theme, but different concrete request: time-series example versus a scraping service addition." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Shared finance/DataForge context is too broad; these are different issue intents." + "reason": "Overlapping topic, but not the same underlying issue; the scopes are different." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Not the same underlying report: plain prediction example versus prediction plus scraping service." + "reason": "Overlapping topic, but not the same underlying issue; the scopes are different." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate titles and matching shape indicate the same underlying request." + "reason": "Exact duplicate match: identical title and no evidence of differing scope or work." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: 45870/45871 and 45872/45873 are exact title matches, while 45869 is only softly similar. The canonical choice of the earliest item in the 45870/45871 pair is conservative, and the non-duplicate verdicts for the cross-pair comparisons are appropriately cautious." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the anchor/canonical rationale overstates what is evidenced: 45870 and 45871 have identical titles, so claims that 45870 is the \u201ccleaner, more generic wording\u201d or \u201cmost generic phrasing\u201d are not supported by the packet. The duplicate-pair verdicts themselves are conservative, but the higher-level justification should avoid unsupported distinctions." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19899,7 +19828,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "01c0e53624b3530721d45ac32e00c026b3d958e2b0bf8cc5de48c3e008560877", + "prepared_review_unit_hash": "4886d8e9cdbaeea58cdb0bfba3aa6537353c15e6550e4793ca410ef701b5d3af", "component_budget": { "node_count": 2, "item_count": 2, @@ -19921,24 +19850,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. Related subsystem, not clearly the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 46439 is the stronger canonical issue because it describes a more general, code-path-specific problem (`early_initialization` corrupting linear-attention shapes) rather than a single model-specific crash report.", + "summary": "The two issues are plausibly related around static-cache handling and linear-attention, but the evidence here is limited to titles and a soft-similarity signal. That supports a possible linkage, not a firm conclusion that they are the same bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader mechanism (`early_initialization` corrupting linear-attention layers), which could encompass the more symptom-specific Qwen3.5 crash report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46441 is the best user-facing report if prioritizing reproducibility, since it names a concrete model (`Qwen3.5`), a specific setting, and the exact exception seen.", + "best_issue_reason": "Issue 46439 is the strongest cluster representative since it is more general and mechanism-focused, while 46441 is a narrower model-specific failure symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Same broad area (`static` cache + linear attention), but the errors differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). Not enough evidence they are the same bug or could be fixed by one change." + "reason": "The titles suggest they may be related through static cache / linear-attention behavior, but we only have soft similarity and no shared targets or code-level evidence. That is not enough to confirm the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster linkage is plausible, but the writeup is a bit too strong for the evidence in the packet. We only have titles and a soft-similarity signal; that supports a possible relationship, not that both reports are the same underlying bug. Phrasing like \u201clikely reflect the same underlying bug\u201d and \u201cboth issues point to the same failure mode\u201d overstates what is grounded here. The soft-edge verdict should stay more conservative (e.g., \u201cmay be related\u201d or \u201ccould share a cache/linear-attention root cause\u201d)." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19962,7 +19894,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "feee84f4ebbf9d834eb093dc214c0acfdd5dc05748202649f515c90e41f4e25c", + "prepared_review_unit_hash": "64facf85ec321dd252f7326dcc659cccc8e1dff03cf55292e65bbae10d2df505", "component_budget": { "node_count": 2, "item_count": 2, @@ -19984,27 +19916,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be duplicates of the same Wav2Vec2CTCTokenizer v5 bug: they have identical titles and matching body length, with no evidence of a different scope. Issue 46552 is the preferred canonical report because it is still open and already has inbound references.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is open, still active, and already has inbound references.", + "summary": "These two issues are duplicates with identical titles and the same Wav2Vec2CTCTokenizer v5 special-token leak report; issue #46552 is the better canonical thread because it is the open, referenced copy.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open issue and already has inbound references, so it is the better place to continue discussion and track any fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue to keep as the primary tracking item for this bug report.", + "best_issue_reason": "#46552 best represents the active duplicate cluster: same bug report, still open, and already linked from other discussions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical titles and matching body length strongly indicate the same underlying bug, and there is no contrary evidence showing different reports." + "reason": "Same title and same underlying tokenizer bug; this is a true duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is mostly grounded, but it overstates the evidence in one key place: the packet does not expose the issue bodies, only equal body_length and identical titles. So saying the reports have \"matching titles and bodies\" or are \"effectively identical\" is stronger than the packet supports. A conservative summary would be that they appear to be duplicates/same bug based on identical titles and matching body length, with issue 46552 preferred as canonical because it is open and has inbound references." + "accept": true, + "feedback": "The conclusion is well grounded: both issues have identical titles and identical body lengths, and the open issue #46552 has inbound references, which supports treating it as the canonical thread. The soft-edge duplicate verdict is conservative and consistent with the packet evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20028,12 +19960,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "1d175cc7c021bb2660181e333ff708e29d62ec6f349ba4b1090179c3d9a460dc", + "prepared_review_unit_hash": "b1ababf53d557765f5345e0eb09700fd51373e81496a28d17db7ca6b52ed9b7b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1565, + "serialized_chars": 1566, "estimated_input_tokens": 392, "estimated_eval_tokens": 1040 }, @@ -20041,7 +19973,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1565, + "serialized_chars": 1566, "estimated_input_tokens": 392, "estimated_eval_tokens": 1040 }, @@ -20050,18 +19982,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not the same bug: one reports a tensor shape mismatch during object-detection training, while the other reports a later-epoch out-of-memory problem in RT-DETR v2.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46657 is the more concrete, code-path-specific report (tensor size mismatch) and is better suited as a representative issue than a separate OOM symptom report.", + "summary": "The two issues are superficially similar because both involve object detection training, but they describe different failure modes: a tensor size mismatch vs. out-of-memory after several epochs on RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46657 is the better representative because it describes a concrete, reusable training failure class (tensor shape mismatch) rather than a model-specific resource exhaustion symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the best issue to anchor the cluster because it describes a specific failure mode rather than a generic resource exhaustion symptom.", + "best_issue_reason": "Issue 46657 is the best standalone issue to keep as the cluster representative; 46692 appears to be a separate RT-DETR v2 memory problem and should not be merged into the same bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: a tensor dimension mismatch vs. out-of-memory after some epochs. They may occur in the same training area, but they are not the same bug." + "reason": "Different symptoms and likely different root causes: tensor dimension mismatch vs. OOM during later epochs. Similar training context is not enough to treat them as duplicates." } ] }, @@ -20121,154 +20053,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "099089d78631ba29c5d63dc3c7c6f23176efc7046527b050221779e938e75e84", + "prepared_review_unit_hash": "d518b790b8ec27c77f52419b9e94291b2fff200b36258530da242f279b87b9d2", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38150, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38150, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two `fixed_cross_entropy` PRs are true duplicates; the rest are separate model additions, docs, tests, or unrelated refactors that do not fix the same concrete code path.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated PRs that only share broad soft-similarity hints. The only true duplicate pair is the two `fixed_cross_entropy` kwarg fixes, which target the same loss-path bug.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative of the only duplicate pair: it directly targets issue 43240 and contains the more complete `cross_entropy` kwargs forwarding fix.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative for the duplicate loss fix: it explicitly targets issue 43240 and forwards the new `cross_entropy` kwargs in `loss_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global representative because it has the explicit issue link, clear intent, and broader implementation; 43254 is a narrower variant of the same fix.", + "best_pr_reason": "PR 43251 is the best overall match for the only real duplicate pair because it most directly and completely addresses the shared `fixed_cross_entropy` bug.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model/docs addition vs Executorch dynamic-shape export test; unrelated changes." + "reason": "Both are unrelated model/test additions; no shared bug or code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method fix vs adding MobileLLM; different models and code paths." + "reason": "Mistral tokenizer methods vs MobileLLM model addition are unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs Executorch export test; no shared underlying bug." + "reason": "Tokenizer API fix and ExecuTorch dynamic-shape test are different features." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor/autoload robustness changes vs new MobileLLM model addition; unrelated." + "reason": "Processor robustness work and MobileLLM model implementation do not fix the same issue." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs fix vs MobileLLM model addition; not the same issue." + "reason": "Loss-function kwargs fix vs a new model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`cross_entropy` kwargs handling vs Mistral4 test/model work; different concrete problems." + "reason": "Cross-entropy kwargs support and Mistral4 test fixes are different problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test vs Mistral4 test/model changes; separate concerns." + "reason": "ExecuTorch export tests and Mistral4 fixes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs model addition; no overlap in bug/change." + "reason": "Dynamic-shape export testing and MobileLLM implementation are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; unrelated." + "reason": "New model code and config-resolution behavior are different changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-collection refactor; different code paths." + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs a model-creation skill/documentation PR; not the same fix." + "reason": "Falcon refactor and model-creation skill are clearly different scopes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output refactor vs Mistral4 tests; unrelated." + "reason": "Falcon output collection refactor and Mistral4 test fixes are not the same bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model updates vs CLIP-family `layrnorm` renaming fix; different underlying bug." + "reason": "Mistral4 test fixes and `layrnorm` renaming are unrelated model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 work vs chat parsing/serve updates; separate changes." + "reason": "Mistral4 fixes and chat response parsing updates do not share a concrete code-path bug." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated code paths." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work vs config-resolution ordering fix; different issue." + "reason": "Mistral4 test fixes and config-resolution order fix are different issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model/test changes vs a draft model-creation skill; not a code duplicate." + "reason": "Mistral4 test fixes and model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs skill/documentation PR; unrelated." + "reason": "MobileLLM model addition and skill documentation/tooling are not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch `fixed_cross_entropy` in the same way to support extra `cross_entropy` kwargs for the same issue; they are alternative implementations of the same fix." + "reason": "Both PRs fix the same `fixed_cross_entropy` bug by adding supported kwargs to the same function in `loss_utils.py`; they are mergeable into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: the only clearly duplicate pair is 43251/43254, which both edit `src/transformers/loss/loss_utils.py` for issue 43240 and are plausibly mergeable into one PR for the same bugfix. The other pairwise rejects are conservative and match the shown diffs/titles as separate model additions, docs, tests, or refactors." + "feedback": "The assessment is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is PR 43251 and PR 43254: both modify `src/transformers/loss/loss_utils.py`, target issue 43240, and address the same `fixed_cross_entropy` kwargs bug. The other pair verdicts are appropriately rejected as unrelated or too weakly similar to justify a single bugfix PR." }, "evaluator_used": true, "retried": false, @@ -20295,7 +20227,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "62258fe36aedf42535f4aa56c157bac8b5cca22aac3cabd31da804d0b76b53e0", + "prepared_review_unit_hash": "92ba5bc805ce01deac01342828017c3dd417ebc88926a9edd0924ca00be57dc2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20317,18 +20249,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are VibeVoice-related integrations, but they target different scopes: an initial VibeVoice implementation vs a later VibeVoice Realtime expansion with an acoustic tokenizer. They are related, but not duplicates of the same concrete change.", - "confidence": 0.84, + "summary": "Two open PRs around VibeVoice overlap heavily in filenames, but they appear to address different deliverables: the main VibeVoice integration versus a separate VibeVoice Realtime addition. They should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the better canonical PR because it is the newer, broader VibeVoice submission and includes the realtime path plus the acoustic tokenizer work, making it the more representative artifact for this cluster.", + "canonical_pr_reason": "PR #40546 is the base VibeVoice implementation and the broader, more canonical integration; #42781 is a later draft for a realtime extension with additional tokenizer/generation changes.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the best representative PR overall since it covers the more complete VibeVoice integration surface and subsumes the earlier model-only implementation in scope.", + "best_pr_reason": "#40546 is the best representative PR for the cluster because it introduces the core model rather than a specialized realtime follow-on.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related VibeVoice work, but not the same underlying change: 40546 is the base VibeVoice implementation, while 42781 adds Realtime support and the acoustic tokenizer. They would not plausibly be merged as one duplicate PR." + "reason": "Shared VibeVoice files reflect a common subsystem, but the PRs target different changes: core VibeVoice support versus a realtime variant with extra tokenizer and generation work. They are related, not the same fix/change." } ] }, @@ -20358,7 +20290,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "56344ad6cd9aed4fc0886ccc2d73f5a1f13a3cac3bc046892216d37f850ff8a7", + "prepared_review_unit_hash": "b0997cb2ec00aa3f81ea7c984d0ea46747a8f83ad232985e76fcb26c6e9ddb2c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20380,18 +20312,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement unrelated features for different model families, so neither can represent the cluster.", + "canonical_pr_reason": "No canonical duplicate PR emerges here because the PRs address different code paths, filenames, and model families rather than the same bug or feature.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because they solve different problems in different subsystems.", + "best_pr_reason": "PR #41224 is the cleaner representative of the cluster: it is a focused DINOv3 image-classification support change with tightly scoped model and auto-class updates, whereas #40755 is a separate TimesFM forecasting feature.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same bug or implement the same change." + "reason": "Different model families and different capabilities: TimesFM covariate forecasting is unrelated to DINOv3 image classification support, so they are not the same underlying change." } ] }, @@ -20484,7 +20416,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b6438b6d88766cbfc0967b3e4cd8e776e3deeffab501d4e13e83487b84777c7d", + "prepared_review_unit_hash": "d3de80acc7cdaa88889b6f6e955301ff46d9c90f27de3d13e4116e3627e80e68", "component_budget": { "node_count": 2, "item_count": 2, @@ -20506,18 +20438,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct workflow dependency-upgrade PRs, not duplicates: one is a broad GitHub Actions runtime/tooling compatibility sweep, the other is a docker/build-push-action bump.", - "confidence": 0.95, + "summary": "These are two separate GitHub Actions maintenance PRs: 42975 upgrades core workflow actions for Node 24 compatibility, while 42976 upgrades docker/build-push-action versions. They overlap in workflow files but not in the concrete change or failure mode.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different changesets and fix different upgrade paths, so neither should subsume the other as a duplicate.", + "canonical_pr_reason": "PR 42975 is the broader representative workflow-actions upgrade, but it is still distinct from 42976 because it targets checkout/cache/upload-artifact compatibility rather than Docker build action versions.", "best_issue_reason": null, - "best_pr_reason": "Neither is a strong cluster representative because they are separate upgrade efforts; if forced, PR 42975 is the narrower Node 24 compatibility sweep, but it does not represent PR 42976.", + "best_pr_reason": "PR 42975 is the better cluster representative only because it is the wider sweep across many workflows; however, it should not be merged with 42976 since the underlying dependencies and change goals differ.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They share workflow files and both upgrade GitHub Actions, but they modify different actions for different reasons: PR 42975 focuses on checkout/cache/upload-artifact Node 24 compatibility, while PR 42976 bumps docker/build-push-action. Different concrete code paths, so not the same underlying change." + "reason": "Different action families and fix targets: 42975 is about Node 24 compatibility for general workflow actions, while 42976 updates docker/build-push-action. Shared workflow filenames alone are not enough to treat them as the same PR." } ] }, @@ -20563,7 +20495,7 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "652a1fb83f066a9f1f7f503962e5ee2cdf3abe71aac9aa5ea56bb11c0d555fd5", + "prepared_review_unit_hash": "244a5b60cd81302f5340a69f6807d680d7dae7aa3debd1c46cc13542599c5a69", "component_budget": { "node_count": 7, "item_count": 7, @@ -20585,84 +20517,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are separate model-addition efforts that share boilerplate docs/auto-registration changes but target different models. The only true duplicate pair is the Step 3.7 Flash PRs: 46562 and 46658 both implement the same model and code path.", - "confidence": 0.95, + "summary": "This set is mostly unrelated model-addition PRs that only look similar because they all touch docs and auto-registration files. The only plausible duplicate pair is the two Step 3.7 Flash PRs; even that is weak because they appear to be different implementation tracks with different module names and file sets.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46562 is the better canonical representative: it is the more formal, model-scoped Step 3.7 Flash addition, while #46658 is explicitly a WIP variant of the same change.", + "canonical_pr_reason": "No single canonical PR fits the whole cluster: these are distinct feature additions (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7, distributed config). If forced to pick an anchor, PR 46562 is the closest because it is the only one with a strong apparent duplicate candidate.", "best_issue_reason": null, - "best_pr_reason": "PR #46562 is the best overall representative of the only duplicate pair and is more complete/cleanly scoped than the WIP counterpart.", + "best_pr_reason": "PR 46562 is the best duplicate anchor only because it has the strongest near-match with another PR in this set; otherwise the PRs are not duplicates and should be triaged separately.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registry boilerplate is not enough to make them the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are superficial, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2) with only generic transformer registration/docs overlap." + "reason": "Different model additions: ViT NEPA vs Molmo2. No shared bug or code path beyond generic model-registration plumbing." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families (ViT NEPA vs CTSM); overlap is limited to shared docs/auto-mapping maintenance." + "reason": "Different model families: ViT NEPA and CTSM. Similar auto-mapping/docs churn is not enough to merge as duplicates." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "ViT NEPA model addition is unrelated to distributed config work; no shared concrete code-path bug/change." + "reason": "ViT NEPA model addition vs distributed-config infrastructure. Completely different change surface and purpose." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model additions with different files and implementations." + "reason": "Molmo and Molmo2 are related names but they are separate model implementations with different files and scopes, so not the same PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared framework plumbing does not indicate a duplicate." + "reason": "Molmo vs CTSM are unrelated model additions; shared docs/auto files do not indicate one underlying change." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Molmo model addition and distributed config changes are different changes with no common code-path bug." + "reason": "Molmo model support and distributed configuration are unrelated changes." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations; shared auto/model registry edits are generic." + "reason": "Molmo2 vs CTSM are distinct model integrations with no concrete shared bug or code path." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model addition is unrelated to distributed configuration support." + "reason": "Molmo2 model support is unrelated to distributed configuration work." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM model addition and Step 3.7 Flash model addition are different models; overlap is only in generic auto-registration/docs files." + "reason": "CTSM and Step3p7 are different model additions; overlap in auto-mapping/docs is too broad to treat as duplicate." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model work is unrelated to distributed config plumbing." + "reason": "CTSM model addition vs distributed config are unrelated changes." }, { "left": "pull_request:46562", "right": "pull_request:46658", - "accept": true, - "reason": "Both PRs implement Step 3.7 Flash and touch the same model implementation/registry area; #46658 appears to be a WIP variant of the same change." + "accept": false, + "reason": "Both reference Step 3.7 Flash, but the file sets and module names differ substantially (step3p7 vs step_3_7_flash, plus mini-model/scripts). This looks like adjacent work, not the same concrete PR." } ] }, @@ -20684,7 +20616,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-8", + "cluster_id": "cluster-43291-9", "nodes": [ "pull_request:43291", "pull_request:43498", @@ -20693,13 +20625,15 @@ "pull_request:45114", "pull_request:46380", "pull_request:46539", - "pull_request:46579" + "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", @@ -20709,120 +20643,140 @@ "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:46380|pull_request:46579", + "pull_request:46579|pull_request:46719", + "pull_request:43665|pull_request:46719" ], - "prepared_review_unit_hash": "e665428c8c99559f073be19a514124d06b86d367753247844a480f7f2de1313e", + "prepared_review_unit_hash": "684f76bf47f613046573c5b5434d5df7247a8c13e78cfa0a64588e082b7df0b2", "component_budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 14, - "serialized_chars": 23165, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 17, + "serialized_chars": 26388, + "estimated_input_tokens": 6597, + "estimated_eval_tokens": 13450 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 14, - "serialized_chars": 23165, - "estimated_input_tokens": 5792, - "estimated_eval_tokens": 11840 + "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 mostly a loose similarity group rather than true duplicates: it mixes unrelated test-only edits, docs/typo cleanups, CI infra changes, and distinct code fixes in Whisper, generation, FP8 loading, and tie-weights compatibility.", - "confidence": 0.31, + "summary": "This is a loose similarity cluster, not a duplicate set: the PRs cover unrelated changes in Whisper decoding, backward-compatibility shims, placeholder test edits, dequantization, doctest cleanup, generation validation, CI memory limits, typo fixes, and sparse-attention reshaping. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the best representative of the set because it is a substantive, self-contained bug fix in core generation/Whisper behavior with targeted tests; the other PRs are either unrelated cleanups or changes in different subsystems.", + "canonical_pr_reason": "No single canonical PR stands out as a duplicate target because the cluster spans multiple unrelated bugfixes and maintenance changes. If forced to pick a representative standalone fix, PR #44815 is the most concrete code-path bugfix, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest standalone fix in the cluster and most plausibly the one to keep as the representative item.", + "best_pr_reason": "PR #44815 is the strongest standalone bugfix in the set: it has a specific dequantization problem, touches the relevant loader/integration code, and includes a focused test surface. It is still not equivalent to the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper decode logic/test fix vs unrelated CLIP/ViT test assertions; not the same underlying bug or change." + "reason": "Whisper decoding/tokenization fix vs. dummy test-assert edits; different bugs and code paths." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer decode behavior vs FP8 dequant/model-loading fix; different code paths and problems." + "reason": "Whisper decode behavior vs. FP8 dequantization; unrelated subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix vs generation watermarking validation/Whisper generation behavior fix; not the same concrete issue." + "reason": "Whisper test/code fix vs. generation watermarking validation; not the same issue." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights vs broad typo cleanup across many files; unrelated changes." + "reason": "Backward-compatibility alias for tie_weights vs. broad typo cleanup; different changes." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "tie_weights compatibility shim vs. sparse-attention/model fixes; unrelated code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Deliberate failing test edits vs Phimoe CI/integration-test infrastructure fix; not the same bug." + "reason": "Placeholder test failures vs. CI memory/device-map integration fix; not duplicates." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Bogus test-only asserts vs FP8 dequant/model-loading work; unrelated." + "reason": "Test-only asserts vs. dequantization bugfix; no shared underlying defect." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Bogus test-only asserts vs generation/Whisper bug fix; different issues." + "reason": "Test noise vs. generation config validation fix; different problems." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Bogus test-only asserts vs typo cleanup PR; not the same underlying change." + "reason": "Test-only edits vs. typo cleanup across code; not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "Dummy test changes vs. attention/model fix; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading fix vs Phimoe integration test/CI fix; different subsystems and problems." + "reason": "FP8 dequantization fix vs. CI resource-limit workaround; different scope and code paths." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant/model-loading issue vs generation watermarking/Whisper behavior issue; not a mergeable single fix." + "reason": "Dequantization bugfix vs. generation watermarking validation; not merge-equivalent." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "FP8 dequant/model-loading fix vs broad typo cleanup; unrelated." + "reason": "Concrete FP8 fix vs. typo cleanup across many files; not the same underlying issue." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest documentation cleanup vs code typo cleanup; both are editorial but not the same change or bug." + "reason": "Doctest/documentation cleanup vs. code typo cleanup; similar theme but not the same artifact." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/Whisper code fix vs Phimoe integration test/CI fix; unrelated." + "reason": "Generation config watermarking validation vs. Phimoe CI test infrastructure; unrelated bugs." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Core generation/Whisper bug fix vs broad typo cleanup across many files; not the same underlying issue." + "reason": "Specific generation validation fix vs. broad typo cleanup; not duplicates." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Generic typo cleanup across code vs. sparse-attention/model fix; different underlying changes." } ] }, @@ -20852,7 +20806,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "eb295518a6349835377a08f6f342528268d148dbc23b14140a4c257f16856725", + "prepared_review_unit_hash": "d8ca86d272c3bfeb944b7a0da603e27331afbebe0a433cf35c94b7554b76a4c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20874,18 +20828,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not the same change. PR 43488 is a small repo-bot/test configuration tweak around setup/versioning, while PR 43532 rewires CI/workflow behavior and touches testing utilities. The only overlap is a shared Vit test file, which is not enough to treat them as duplicates.", - "confidence": 0.9, + "summary": "These two PRs are not duplicates: one changes packaging/versioning and a Vit test for a repo-bot check, while the other rewires CI/workflow behavior and related utilities. The only overlap is an incidental shared test file, not the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the better representative because it has the broader, more coherent code change set centered on CI/testing workflow behavior, whereas PR 43488 is a narrow setup/test-dependency tweak.", + "canonical_pr_reason": "No canonical PR: the PRs target different concrete code paths and should not be clustered as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most substantial and self-contained of the two, but it is still not a duplicate of PR 43488; it reflects a different code-path and purpose.", + "best_pr_reason": "Neither PR is a strong global duplicate representative because they solve unrelated problems; if forced, 43532 is broader, but it is not the same change as 43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: 43488 adjusts setup/versioning and adds pytest-random-order, while 43532 changes GitHub workflows and testing utilities. Shared Vit test-file touch is incidental, not evidence of the same fix." + "reason": "Different edits and goals: 43488 is about setup/version/dependency bot-check behavior, while 43532 modifies CI workflows and diff-display-related utilities. Shared Vit test file is incidental." } ] }, @@ -20915,7 +20869,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "02609ce610bdfd06a5f1b0c6c06779295ab5237027890ad322ec9c30113d6338", + "prepared_review_unit_hash": "6b4ed046949d36b046939050c8530b08a37e346a0220c75cb240301aee0b50af", "component_budget": { "node_count": 2, "item_count": 2, @@ -20937,18 +20891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two adjacent but distinct PRs adding different segmentation pipelines. They share documentation/registration scaffolding, but target different tasks and model integrations, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "Two open PRs add similarly structured pipeline/documentation scaffolding, but they target different features: promptable concept segmentation vs promptable visual segmentation. They share infrastructure files, yet they are not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader representative of the cluster: it adds Promptable Visual Segmentation with wider model/test coverage and more integrations, making it the more complete exemplar of this PR family.", + "canonical_pr_reason": "No canonical PR: the PRs implement different segmentation pipelines with different task definitions and model/test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best single representative because it is the larger, more comprehensive pipeline addition and includes the most supporting changes.", + "best_pr_reason": "Neither PR is a good duplicate-canonical candidate because they are distinct feature additions rather than one underlying fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different underlying features. 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model backends and test coverage. Shared docs/registry boilerplate is not enough to treat them as the same change." + "reason": "Different concrete feature additions: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same change." } ] }, @@ -20978,7 +20932,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "87bc0093fcfb1ba3e54c8842fc1afdafa80b95c1a4477b60d3c9f8be9f2dc49c", + "prepared_review_unit_hash": "6d8e8bd9b74b118f9b7c130f0671c260e964f4cf62d462923e7b3fb7127824ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -21000,18 +20954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch the same file and both add trainer customization hooks, but they fix different code paths: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for model input processing. They are related refactors, not duplicates.", - "confidence": 0.97, + "summary": "These are both trainer.py changes, but they address different code paths: one fixes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT. They are related in theme but not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger representative because it makes a concrete behavior fix in the training loss-scaling path; PR 43663 is a separate extensibility/refactor change around input column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete, user-facing bug fix: it changes the training-step loss scaling behavior for custom trainers during gradient accumulation. It is a self-contained functional change and a stronger representative than the signature-column refactor.", + "best_pr_reason": "PR 43651 is the best single PR to surface for this cluster since it targets a specific user-visible bug with a narrowly scoped fix. PR 43663 is unrelated enough that it should not be merged with it for triage purposes.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying behaviors: #43651 addresses loss normalization in training_step, while #43663 extracts _get_signature_columns for dataset column filtering. Shared file and custom-trainer theme are not enough to treat them as the same change." + "reason": "Both touch trainer.py and custom-trainer behavior, but they fix different underlying problems: gradient accumulation loss scaling vs. signature-column filtering. They are not the same concrete change and would not plausibly be merged into one PR." } ] }, @@ -21041,12 +20995,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "61ba930b2de3773ac4680e4b16e4f5153dc916a71605ea6a14efa39be8ec72c2", + "prepared_review_unit_hash": "e8a92d58421c596bd7de40f2c0dd65d8cbcbdbe4345dcf61c58ae3212be834c5", "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 }, @@ -21054,7 +21008,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21063,18 +21017,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation-related NameError fixes, but they target different failure modes: one is a broader `from __future__ import annotations` cleanup, the other is a narrower `TypeAdapter`/pydantic import handling change. Related, but not the same change.", - "confidence": 0.88, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and address TypeAdapter-related import-time typing issues, but they are not the same patch: one is a broad `from __future__ import annotations` cleanup, the other is a narrow `pydantic`-availability fix.", + "confidence": 0.8, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader representative fix: it enables postponed annotation evaluation and updates multiple annotations in `serve.py`, making it the more complete of the two closely related changes.", + "canonical_pr_reason": "PR 43656 is the broader CLI typing fix and directly targets the reported TypeAdapter NameError in the transformers CLI.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the strongest standalone fix in this cluster because it addresses the annotation-evaluation problem more generally, rather than only the `TypeAdapter` symbol.", + "best_pr_reason": "PR 43842 is the more focused fix for the concrete missing-pydantic NameError path, so it is the stronger standalone patch.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They are related `serve.py` typing fixes, but not the same underlying bug/change. 43656 applies postponed annotations broadly; 43842 specifically handles `TypeAdapter` under `TYPE_CHECKING` for the pydantic-absent case." + "reason": "Same file and related symptom, but different concrete fixes: 43656 changes overall annotation handling with a future-import, while 43842 specifically guards `TypeAdapter` for the no-pydantic case. They look like adjacent fixes rather than the same underlying change." } ] }, @@ -21220,8 +21174,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", @@ -21266,391 +21220,343 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "bbb96e9c80a34af992789a3d65a08536c62ef2b6e651b9fe2a2e7313f130a39f", + "prepared_review_unit_hash": "0157009372dcd263b20827ff691e4606d95967f469734d808243b3d0ede36b52", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84906, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75102, + "estimated_input_tokens": 18776, + "estimated_eval_tokens": 37808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors sharing the same umbrella issue, but they are not duplicates across different model families. The only strong duplicate candidates are within the GPT-Neo and GPT-J/CodeGen groups, where the same forward paths and files are being refactored.", - "confidence": 0.76, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the broadest representative of the shared GPT-J/CodeGen tracing refactor, touches the same concrete code paths as the other GPT-J/CodeGen candidates, and has an explicit issue link.", - "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best cluster representative because it is the most central and broad instance of the same concrete output-tracing change, rather than a narrower follow-up or a different model-family refactor.", + "summary": "This cluster is mostly independent, model-specific output-tracing refactors. It contains at least two strong duplicate-like subgroups (GPT-J/CodeGen and GPT-Neo) and another plausible same-family subgroup around Flaubert/XLM; most other items still look separate, but the evidence is not strong enough to treat the rest as definitively unrelated.", + "confidence": 0.84, + "canonical_issue_reason": "No issue node was supplied in the items; the shared issue #43979 is only an external reference used by several PRs.", + "canonical_pr_reason": "PR 44066 is the strongest representative of the GPT-J/CodeGen subgroup: it has an explicit link to #43979 and overlaps the same output-tracing refactor path as 44085/44722.", + "best_issue_reason": "No issue node was supplied in the items; the shared issue #43979 is only an external reference used by several PRs.", + "best_pr_reason": "PR 44066 is the best overall representative of one of the clearest duplicate-like subgroups in the cluster, while the rest of the cluster appears to split into other model-specific refactors rather than one single duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same tracing theme is not enough." + "reason": "Different model code paths (CVT/FNet vs GPT-J); shared tracking issue alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; these are separate refactors." + "reason": "Different models and implementations; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same underlying code path; could plausibly be one PR." + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 also includes CodeGen, so they could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision models and implementation paths; too broad to treat as duplicates." + "reason": "RegNet and EfficientNet are separate model refactors, not the same underlying bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and forward paths; only the general decorator pattern overlaps." + "reason": "Different models (EfficientNet vs GPT-J/CodeGen); only the theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; unrelated code paths." + "reason": "Unrelated model code paths; GPT-J/CodeGen refactor vs EfficientNet refactor." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 versus DeBERTa; same umbrella issue, but not the same change." + "reason": "Different models (MobileNetV2 vs DeBERTa-v2), so not a duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; unrelated concrete code paths." + "reason": "Different model families and code paths; same issue target is too broad to merge these." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; different model implementations." + "reason": "GPT-J/CodeGen refactor vs MPT are separate refactors, not one code-path fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo tracing refactor on the same model file and forward path." + "reason": "Both are GPT-Neo output-tracing refactors on the same model and file set; they look like the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; different concrete model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; only the refactor style matches." + "reason": "Different models (GPT-Neo vs GPT-J/CodeGen)." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; unrelated model families." + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; not the same change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR versus GPT-J/CodeGen; different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; same abstract pattern but different implementation." + "reason": "ResNet vs GPT-J/CodeGen refactor; same broad theme, but not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; unrelated concrete changes." + "reason": "Different models and output paths; not mergeable as one PR." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; different model code paths." + "reason": "ResNet and MPT are separate model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; not the same fix." + "reason": "GPT-Neo vs GPT-J/CodeGen; similar refactor style, different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; different model families." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM; separate model-specific refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT versus GPT-J/CodeGen; different concrete code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo versus GPT-J; similar pattern, different model code." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo versus MGP-STR; unrelated model implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo versus MGP-STR; not the same underlying change." + "reason": "GPT-Neo vs Flaubert; different underlying changes." }, { "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT versus MGP-STR; different forward paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44076", "accept": false, - "reason": "GPT2 versus MGP-STR; unrelated model code paths." + "reason": "MPT and ImageGPT are separate model changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-J versus MGP-STR; different concrete fixes." + "reason": "TextNet and Flaubert/XLM are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT2 versus GPT-J/CodeGen; only the tracing abstraction overlaps." + "reason": "RegNet vs Segformer; only the refactor pattern matches, not the code path." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "ViLT versus Flaubert/XLM; different model-specific refactors." + "reason": "RegNet and MPNet are different model refactors." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Segformer versus LongT5; same tracing migration, but different code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert versus Flaubert/XLM; unrelated concrete changes." + "reason": "MPNet and LongT5 are different models; not a duplicate pair." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "Segformer versus VisualBert; different model families." + "reason": "CVT/FNet and RegNet are separate model refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBert versus LongT5; separate model implementations." + "reason": "CVT/FNet and SpeechT5 are different code paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 versus MPT; not the same code path." + "reason": "SqueezeBERT and MPT are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet versus Flaubert/XLM; different models and fixes." + "reason": "SqueezeBERT and VisualBERT share a BERT-family theme but not the same code-path fix." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo versus GPT2; same subsystem pattern but not the same change." + "reason": "DeBERTa-v2 and TextNet are unrelated model changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44044", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 versus GPT-Neo; different model code paths." + "reason": "DeBERTa-v2 and Flaubert/XLM are distinct refactors." }, { - "left": "pull_request:44056", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; unrelated model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet versus Segformer; different vision model implementations." + "reason": "Segformer and LongT5 are different models and fixes." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "Segformer versus MPT; different model families." + "reason": "CVT/FNet vs RegNet are separate model refactors." }, { - "left": "pull_request:44071", + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "MPT versus SpeechT5; different concrete code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet versus Flaubert/XLM; not the same underlying fix." + "reason": "CVT/FNet and SpeechT5 are different code paths." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "RegNet versus GPT-Neo; unrelated model code paths." + "reason": "SqueezeBERT and GPT-Neo are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet versus LongT5; only the broad tracing theme overlaps." + "reason": "SqueezeBERT and DeBERTa-v2 are different model refactors." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "TextNet versus LongT5; different model families." + "reason": "DeBERTa-v2 and VITS are different models; same style of refactor is not enough." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo versus LongT5; separate model-specific changes." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same concrete code path, so they plausibly belong in one PR." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet versus MPT; unrelated concrete code paths." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing on the same file and change set style; they look mergeable into a single PR." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBert versus MPT; different model implementations." + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are narrow output-tracing refactors on the same underlying decorator-style pattern and appear close enough to merge if the shared implementation were unified." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert versus VisualBert; not the same change." + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": true, + "reason": "Both are model-specific output-tracing refactors with the same underlying pattern and could plausibly be combined for the same shared change family." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet versus TextNet; separate model-specific refactors." + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are model-specific output-tracing refactors in the same standardized tracing effort and could plausibly be merged together." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert versus GPT-Neo; different code paths." + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are output-tracing refactors in the same standardized interface effort and look close enough to be one change family." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": true, - "reason": "Same GPT-J/CodeGen tracing refactor on overlapping files and forward paths." + "reason": "Both are output-tracing refactors that remove explicit output-flag plumbing from the same family of model code." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying model code." + "reason": "Both are GPT-Neo output-tracing refactors on the same model and file, so they look like the same underlying change." }, { "left": "pull_request:44085", "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J versus SpeechT5; unrelated concrete changes." + "accept": true, + "reason": "Both are narrow output-tracing refactors on the same underlying decorator-style pattern and appear close enough to merge if the shared implementation were unified." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44066", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families and different forward paths." + "reason": "GPT-J/CodeGen and SpeechT5 are different model code paths, so this is not the same underlying change." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet versus SpeechT5; same umbrella issue, not the same fix." + "reason": "Segformer and LongT5 are different models and fixes." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa versus SpeechT5; different code paths." + "reason": "ViLT and Flaubert/XLM are separate model refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa versus VITS; separate model-specific refactors." + "reason": "MPNet and Flaubert/XLM are not the same underlying change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are limited to closely related same-family refactors with shared files or code paths (GPT-Neo and GPT-J/CodeGen), and the rejected pairs are correctly kept separate across different model families." + "accept": false, + "feedback": "The packet supports the conservative parts of the review, but the summary overstates the evidence by claiming that only the GPT-J/CodeGen and GPT-Neo variants are duplicate-like. The cluster also contains another plausible same-family subgroup around Flaubert/XLM (e.g. 44101 and 44116), so that exclusivity claim is too strong. The pairwise accept verdicts that were marked true look reasonable, but the summary should be softened to avoid implying the rest are definitively separate beyond the evidence provided." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21685,70 +21591,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "d1364b7833aefc06f2e17e9e408e65fc6825a60c609be58219b2c19407a8e34f", + "prepared_review_unit_hash": "8efa79b64d0c583ca01a5db8ccb490dc00ec2aee7239fd65d402134d4224df6a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84906, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs refactoring output tracing to the new standardized capture_outputs / can_return_tuple pattern. They share a broad migration theme, but they are not the same concrete bug or change and should not be merged together as duplicates.", - "confidence": 0.81, + "summary": "These PRs are all thematically similar standardized output-tracing refactors, but they touch different model code paths and are not duplicates of the same change. The soft edges should be rejected because they are model-specific implementations rather than one mergeable PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a good canonical representative because it clearly expresses the common refactor theme in the title and shows the standard pattern in the diff: adding can_return_tuple, capture_outputs, and explicit _can_record_outputs wiring for a model family.", + "canonical_pr_reason": "PR 44129 is the clearest anchor: it has an explicit issue target, a concrete SpeechT5-specific refactor, and enough scope to represent the cluster\u2019s general pattern without pretending the other model-specific refactors are duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best overall representative of the cluster\u2019s theme: it is a straightforward standardized-output-tracing migration with explicit hook mapping, making it easy to recognize as part of the refactor wave.", + "best_pr_reason": "PR 44129 is the best standalone representative because it is well-scoped, explicitly tied to an issue, and clearly documents the output-tracing migration within one model.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models/code paths (FocalNet vs ImageGPT). They are parallel migrations, not the same underlying change." + "reason": "Both are output-tracing migrations, but FocalNet and ImageGPT are unrelated model implementations with different forward paths and hooks; they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet have separate model implementations and separate refactors. The edits are similar in style, but not the same concrete fix." + "reason": "VisualBert and TextNet have different architectures and different tracing/output mechanics; these are parallel refactors, not one duplicate bug or one mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model code paths. Similar capture_outputs plumbing does not make this the same change." + "reason": "MPNet and VisualBert are distinct model code paths; the similarity is only the shared decorator/refactor pattern, not the same concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are different model-specific output tracing migrations; they do not appear mergeable into one PR for a single bug/change." + "reason": "MPNet and TextNet are different models with different output-capture wiring; they are not duplicates of the same fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different model stacks. The patches are analogous refactors, not duplicates of the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated architectures; despite similar output-tracing edits, they are separate model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different code paths and different output-tracing adaptations. Shared refactor intent is too broad to treat as the same PR." + "reason": "SqueezeBert and SpeechT5 change different model internals and output signatures; they share only the refactoring theme, not the same underlying code-path problem." } ] }, @@ -21828,262 +21734,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "010519eca91fc0d0e5db37ed4bc40ca58858b2a2fa78ef0afda989ff2aa084af", + "prepared_review_unit_hash": "be7046f55a795044a1edf09d22c7cee333a015a32cca709fb36198db2118635a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are several unrelated model-specific output-tracing refactors. The titles are similar, but the diffs touch different model families and code paths, so none of the soft PR-to-PR edges look like true duplicates.", - "confidence": 0.94, + "summary": "All items are related by a common refactor theme around output tracing, but they touch different model implementations and code paths, so they are not duplicates of each other.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR stands out in this cluster. If one PR must represent the cluster theme, PR 44003 is the strongest example because it makes a broader output-tracing change across two closely related Mamba-family files and introduces the capture/recording plumbing explicitly.", + "canonical_pr_reason": "No issue artifact is present; as a PR anchor, #44003 is the strongest representative because it has the broadest concrete code change and adds explicit output-capturing plumbing across related Mamba-family modules.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative of the overall refactor pattern: it is more substantial than the single-model edits and stays within one closely related code family, making it the clearest exemplar of the cluster\u2019s theme.", + "best_pr_reason": "#44003 is the best representative PR for the cluster: it is a substantive output-tracing refactor, spans multiple related files, and introduces the supporting capture/output-recording machinery rather than only a narrow signature cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and code paths (timm_backbone vs upernet); only the refactor wording matches." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "timm_backbone and vision_text_dual_encoder are unrelated implementations; this is just a shared tracing refactor motif." + "reason": "Different models (timm_backbone vs vision_text_dual_encoder); not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone vs univnet are unrelated model paths, so this is not the same underlying change." + "reason": "Different implementations and architectures; both only refactor output tracing." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); no shared concrete bug/change." + "reason": "timm_backbone and Mamba-family models are unrelated code paths; not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv are unrelated; the similarity is only the generic output-tracing refactor pattern." + "reason": "Different model families and forward paths; not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "mobilenet_v1 and univnet are different model families with different forward paths." + "reason": "MobileNetV1 vs UnivNet are distinct models; shared pattern is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "mobilenet_v1 and upernet are separate code paths; not the same bug or change." + "reason": "Different model implementations and outputs; same refactor style only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "mobilenet_v1 vs depth_anything/prompt_depth_anything is unrelated despite the same refactor theme." + "reason": "MobileNetV1 and Depth Anything are separate model paths with no common bug." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "mobilenet_v1 and vision_encoder_decoder do not share the same concrete implementation change." + "reason": "Different models; output-tracing cleanup is not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "mobilenet_v1 vs speech_encoder_decoder are different model families and code paths." + "reason": "MobileNetV1 vs speech encoder-decoder are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are unrelated; this is just a similar output-tracing refactor." + "reason": "Vision-text dual encoder and UnivNet are unrelated model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "vision_text_dual_encoder vs upernet are separate implementations, so not duplicates." + "reason": "Different models/subsystems; both only adjust output-tracing behavior." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "vision_text_dual_encoder and mamba/falcon_mamba do not target the same code path." + "reason": "Different architectures and code paths; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different families (vision_text_dual_encoder vs depth_anything/prompt_depth_anything); no shared underlying fix." + "reason": "Different model families; same refactor theme is too broad." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "univnet and upernet are unrelated model implementations." + "reason": "UnivNet and UperNet are separate implementations; not one underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "univnet vs mamba/falcon_mamba are different code paths and not mergeable as one fix." + "reason": "Mamba-family output plumbing vs UnivNet tracing cleanup are distinct changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "univnet and depth_anything/prompt_depth_anything are unrelated model families." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "univnet and codegen are distinct model code paths; shared theme is too broad." + "reason": "Different models and forward signatures; not the same bug or patch." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "upernet vs rwkv are unrelated implementations." + "reason": "UperNet and RWKV are unrelated model paths; same refactor theme only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "upernet and mamba/falcon_mamba do not fix the same concrete issue." + "reason": "Different architectures and files; not a single mergeable fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba vs superpoint are unrelated model paths." + "reason": "Mamba/Falcon-Mamba output tracing vs SuperPoint are unrelated concrete changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "mamba/falcon_mamba and codegen target different architectures and changes." + "reason": "Mamba-family output recording and CodeGen cache/output refactor are different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone vs codegen are unrelated; only the broad refactor language overlaps." + "reason": "timm_backbone and CodeGen are unrelated models; shared wording is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen are different architectures and forward logic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen do not share the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "depth_anything/prompt_depth_anything vs vision_encoder_decoder are different model families and wrappers." + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "depth_anything family vs speech_encoder_decoder are unrelated code paths." + "reason": "Different model implementations and output signatures; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "depth_anything family and superpoint are different models with no shared concrete fix." + "reason": "Depth Anything vs SuperPoint are unrelated models." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "depth_anything family vs rwkv are unrelated." + "reason": "Different architectures (depth estimation vs RWKV); same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "depth_anything family vs DPR are separate model implementations." + "reason": "Depth Anything and DPR are distinct model paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "vision_encoder_decoder and speech_encoder_decoder are similar wrapper concepts but different code paths and not the same change." + "reason": "Vision and speech encoder-decoder wrappers are separate implementations, not one bug." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "vision_encoder_decoder vs superpoint are unrelated implementations." + "reason": "Different model families and code paths; not a duplicate PR." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "vision_encoder_decoder and rwkv do not share the same underlying bug or refactor." + "reason": "VisionEncoderDecoder and RWKV are unrelated concrete changes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "vision_encoder_decoder vs DPR are unrelated model families." + "reason": "Different models and forward behavior; not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "speech_encoder_decoder and superpoint are different model paths." + "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "speech_encoder_decoder vs rwkv are unrelated implementations." + "reason": "Different model families; same refactor pattern is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "speech_encoder_decoder vs DPR are separate model families." + "reason": "Speech encoder-decoder vs DPR are separate code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "superpoint and rwkv are unrelated; no shared concrete code-path problem." + "reason": "SuperPoint and RWKV have no shared concrete bug or patch." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "superpoint vs DPR are different implementations and fixes." + "reason": "Different model implementations; not mergeable as one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "rwkv and DPR are unrelated model code paths." + "reason": "RWKV and DPR are unrelated model paths; only the refactor theme matches." } ] }, @@ -22113,12 +22031,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "b9f516e51e37748136fa22c8625f5a3a7f0736346d0ce183b87ef1aee06b71a1", + "prepared_review_unit_hash": "0d0363d53a2391bd540362812656373d83317812622d56061c41a01349c96e93", "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 }, @@ -22126,7 +22044,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22135,8 +22053,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are model-addition PRs, but they target different models and different code paths: PenguinVL vs Voxtral TTS. The overlap is mostly shared Transformers registration/docs plumbing, not the same underlying change.", - "confidence": 0.97, + "summary": "These are separate model-addition PRs for different models (PenguinVL vs Voxtral TTS), so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -22146,7 +22064,7 @@ "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different concrete features for different models. Shared auto-registration and docs files are expected for any new model PR and do not indicate the same bug/change set." + "reason": "Different underlying changes: one adds PenguinVL, the other adds Voxtral TTS. Shared auto/docs scaffolding is expected for new model integrations, not evidence of the same fix or feature." } ] }, @@ -22176,7 +22094,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "96e282d4ab8abd80d68f5f8f2da4acf661f1bd085080896c54d5b9162512b577", + "prepared_review_unit_hash": "e3bab5f65f7a67b2c1e484f5e154dca33ee4d81d0f239b2a4bfcbed8677845b1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22198,18 +22116,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs around module/kernel fusion: one adds a generic module fusion API, the other wires `KernelConfig` into model loading for n-to-1 kernel fusion. They overlap conceptually but are not the same concrete change.", - "confidence": 0.88, + "summary": "These are related kernel-fusion feature PRs, but they target different layers of the design: one introduces a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig and integration hooks. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.85, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the broader, more user-facing implementation of fusion via `KernelConfig` and touches the runtime integration path; it is the better representative of the cluster\u2019s practical change direction.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature PR: it wires KernelConfig into modeling/integration code and adds a runnable example, whereas #44979 is a foundational API layer with no direct overlap in filenames or specific code path.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone candidate because it implements the actual end-to-end fusion workflow (model loading, integration hooks, and example usage), making it the most complete and impactful item here.", + "best_pr_reason": "PR #45363 is the best standalone candidate because it has a clear behavior change, touches the actual runtime paths, and is more directly actionable for review/merge.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related in theme, but not the same underlying bug/change: #44979 adds a generic `Module Fusion API`, while #45363 wires `KernelConfig` into model loading for n-to-1 kernel fusion and adds integration/example changes. Different abstraction levels and code paths, so not a duplicate." + "reason": "Different changes: #44979 defines a generic module fusion API in a new module, while #45363 adds n-to-1 kernel fusion plumbing through KernelConfig and integration/model loading paths. Related conceptually, but not the same underlying bug or mergeable PR." } ] }, @@ -22239,7 +22157,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "58c4895b68b8f853d5e6870428fae8fef842b3670c849162e34f054fa43e7e5d", + "prepared_review_unit_hash": "615c0eaa8faa46864d32b5b34c81cc3d9f70f37e54f1f701b540b8cb326ecd4d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22261,18 +22179,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path, with nearly identical code changes; 45317 appears to be the more complete version because it adds tests.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45081 is the shared explicit bug target for both PRs, so it is the canonical issue for this cluster.", - "canonical_pr_reason": "PR 45317 is the strongest canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representation of the change.", - "best_issue_reason": "45081 is the only explicit issue and directly describes the bug these PRs address.", - "best_pr_reason": "45317 is best because it fixes the same concrete AttributeError and includes additional regression tests.", + "summary": "Both PRs address the same Mistral regex AttributeError in `_patch_mistral_regex` on the same code path, with the same core one-line fix; 45317 is the more complete version because it also adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the cluster because it fixes the bug on the same file and includes validation via tests, whereas 45086 is only the minimal code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in _patch_mistral_regex; 45317 is essentially the same patch with added tests, so these are duplicate/superseding PRs." + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same target issue, and the diffs overlap on the exact code-path change; 45317 simply extends the patch with tests." } ] }, @@ -22306,52 +22224,52 @@ "pull_request:45569|pull_request:46565", "pull_request:46332|pull_request:46565" ], - "prepared_review_unit_hash": "8b75cacf39ffd7a3697bbbd9c7383a1c9e5f1f5e1c19a51330e65eab46be6b4d", + "prepared_review_unit_hash": "9c21b812fd448ba6b982fe8201c2289dd09e8763682d56a82e21a3c1c2ed79ba", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13757, - "estimated_input_tokens": 3440, - "estimated_eval_tokens": 7136 + "serialized_chars": 13739, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 13757, - "estimated_input_tokens": 3440, - "estimated_eval_tokens": 7136 + "serialized_chars": 13739, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are about different Nemotron model variants and tasks, not the same underlying change. The overlaps are mostly superficial (shared auto-registration, docs, and family naming), so none of the soft edges should be merged.", - "confidence": 0.93, + "summary": "These PRs are related by the Nemotron naming family, but they are not duplicates: one is a NemotronH architecture/refactor PR, one splits NemotronH into dense/sparse variants, and two are separate ASR streaming additions for different model generations.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster mixes distinct changes for NemotronH core refactoring/splitting and separate Nemotron ASR streaming support, so none clearly subsumes the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46565 is the strongest standalone representative of the cluster because it is the most substantial ASR change with the broadest implementation and documentation surface, but it is still a separate change from the NemotronH and earlier Nemotron ASR PRs.", + "best_pr_reason": "PR 45569 is the broadest representative of the NemotronH model work, but it is still not a duplicate of the ASR streaming PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but one is a GraniteMoeHybrid inheritance/refactor and the other is a broader dense/sparse model split; same family, not the same concrete fix." + "reason": "Related NemotronH work, but different concrete changes: 45115 is a conversion-mapping and inheritance refactor, while 45569 splits NemotronH into dense/sparse variants and adds docs/tests. Not the same underlying fix." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Both touch Nemotron model docs/auto plumbing, but one is NemotronH dense/sparse modeling and the other is Nemotron 3.5 ASR streaming; different code paths and deliverables." + "reason": "Both touch auto/model plumbing, but they target different models and features: NemotronH core refactor vs Nemotron 3.5 ASR streaming. Shared files are broad infrastructure, not the same bug/change." }, { "left": "pull_request:46332", "right": "pull_request:46565", "accept": false, - "reason": "Both are Nemotron ASR-related, but they target different model versions/features (Nemotron ASR vs Nemotron 3.5 ASR) and are not the same bug or change." + "reason": "Both are ASR-streaming related, but for different model families/generations (Nemotron ASR vs Nemotron 3.5 ASR). Same subsystem, different concrete code paths and releases." } ] }, @@ -22381,7 +22299,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "375776f2725743e05a9e905778d1df4d5e6905e61caec3ed817823fce18409f1", + "prepared_review_unit_hash": "d6a3f5be27f57c9041d6caa5497c1fe1cf11eabfa65fde870c4aa08883451cb6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22403,18 +22321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one introduces per-layer heterogeneous configuration support, while the other builds on that to add heterogeneous modeling/runtime support. They share some foundation files, but they are not the same underlying change and should not be deduplicated.", - "confidence": 0.91, + "summary": "These PRs are related pieces of the heterogeneous-model initiative, but they are not duplicates: #45333 adds per-layer heterogeneous config plumbing, while #45332 adds broader heterogeneous modeling/runtime support that consumes that config machinery.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clean canonical duplicate because the two PRs split the work into a config-only foundation (45333) and a broader modeling/runtime follow-up (45332). If forced to pick a reference, 45333 is the more atomic base layer.", + "canonical_pr_reason": "#45332 is the broader umbrella change and the more complete representative of the heterogeneous-model support work; #45333 is a narrower config-only slice.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the best standalone reference for the core configuration abstraction; it is narrower and more self-contained than 45332, which depends on and extends that groundwork across multiple modeling files.", + "best_pr_reason": "#45332 best represents the cluster because it covers the wider end-to-end implementation, not just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "45332 adds heterogeneous model/runtime behavior (cache, masking, modeling utilities) on top of per-layer config support; 45333 only adds the config infrastructure. They are adjacent but not the same concrete change and would not be merged as one PR without losing separation of concerns." + "reason": "Related area, but not the same underlying change: #45333 is focused on per-layer config support, while #45332 adds broader runtime/modeling changes and cache handling. They would not plausibly collapse into one duplicate PR." } ] }, @@ -22444,40 +22362,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7ed8313f376bf0ac59c4f88d9d2115ea1f7c9dc6df80e5d728a9a7797cba8ad3", + "prepared_review_unit_hash": "0de48ea6d8fa215bac09f56216e4d1f70bf1e501b9a24940042093405a8d6516", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5512, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5512, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they target different work: one is a broad typing pass over many Transformers files, while the other adds specific typing protocols/aliases to satisfy modeling and PEFT-related type constraints. They are not the same underlying change.", - "confidence": 0.89, + "summary": "These are related typing-oriented PRs, but they are not the same change: one is a broad type-checking pass over many files, while the other adds specific typing aliases/protocols to satisfy particular model/integration sites.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing change; PR 45415 is a broad repo-wide type-checking sweep.", + "canonical_pr_reason": "No clear canonical duplicate PR: 45415 is a sweeping type-checking cleanup, while 45425 is a narrower set of typing compatibility fixes and helper protocols.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of the cluster because it makes a specific code-level typing fix rather than a general typing cleanup.", + "best_pr_reason": "PR 45425 is the better representative of a concrete code-change because it targets specific typing gaps in core helpers, whereas 45415 is a broad repository-wide type-checking effort.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different scope and intent: 45415 is a broad type-checking pass across many files, while 45425 adds specific typing aliases/protocols for a smaller set of modeling/PEFT code paths. They could not plausibly be merged as one fix." + "reason": "Both are typing-related and overlap in a few files, but they address different scopes: 45415 is a broad static-type cleanup across many modules, while 45425 adds specific type aliases/protocols for particular APIs. They would not naturally merge into one single duplicate fix." } ] }, @@ -22507,40 +22425,40 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "e460a618364ecb6036f50470131347d96fff4203495211d089833fdf7d6d5c88", + "prepared_review_unit_hash": "a8404d4418e04730ddaec4bbeb10bd05e80dceaa685e05f0670d69ef8e14aaba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4949, - "estimated_input_tokens": 1238, - "estimated_eval_tokens": 2732 + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: they fix different cache-related bugs in different model families and code paths.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one fixes Qwen3.5/Qwen3_next/Olmo hybrid cached multi-token forward behavior, while the other fixes Mamba2 cache handling for seq_len > 1. They touch different model families and different code paths.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for this cluster: PR #45513 fixes multi-token cached forward in Qwen3.5/GDN linear attention, while PR #46084 fixes use_cache with seq_len > 1 in Mamba2.", + "canonical_pr_reason": "No canonical PR candidate: the PRs address unrelated bugs in different model implementations and are not mergeable into one change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global representative for the cluster because they do not address the same underlying bug; if forced, #46084 is the more self-contained cache bug fix, but it should not be treated as a duplicate of #45513.", + "best_pr_reason": "Neither PR is a good global representative of the other; the fixes are separate and should be triaged independently.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different failure modes: #45513 targets Qwen3.5/Qwen3 Next cached multi-token linear attention, while #46084 targets Mamba2 use_cache behavior when seq_len > 1. They do not look mergeable into one PR." + "reason": "Different model families and distinct cache/forward bugs; no shared concrete code-path issue." } ] }, @@ -22570,7 +22488,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "30c0254160dd1523e36daa045b9d649cb503dc9825095914f5a9f0490f56a352", + "prepared_review_unit_hash": "02409383fcb01fe1ae50d5d594190a07c2d32541b7cdc00c0db32550ad4077ca", "component_budget": { "node_count": 2, "item_count": 2, @@ -22592,18 +22510,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert-parallel loading, but they fix different bugs: #45548 targets EP + DeepSpeed ZeRO-3/accelerate launch serialization/loading, while #45662 targets EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not the same change.", - "confidence": 0.93, + "summary": "Both PRs touch expert-parallel loading paths, but they fix different bugs: 45548 is about EP/DeepSpeed ZeRO-3 loading and config serialization during accelerate launch, while 45662 fixes FSDP2 expert tensors being overwritten by rank-0 broadcast/post-load handling.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduping here: #45548 and #45662 address distinct expert-parallel loading failures with different code paths and fixes.", + "canonical_pr_reason": "No single canonical PR: 45548 and 45662 address different concrete EP-loading failures and should not be deduplicated.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the stronger representative of the cluster because it fixes a concrete corruption bug in the loading path and includes focused code changes across the loader and MoE/tensor-parallel integration.", + "best_pr_reason": "45662 is the more concrete standalone bug fix, but it targets a different code path than 45548 (FSDP2 overwrite vs. ZeRO-3/accelerate loading).", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: both are EP-related, but #45548 is about preserving distributed_config / has_ep for ZeRO-3 loading, whereas #45662 fixes expert parameters being overwritten during FSDP2-style loading. Different underlying bugs and not mergeable as one PR." + "reason": "Reject: only broad EP similarity and one shared file. 45548 fixes config/ZeRO-3 loading via accelerate launch; 45662 fixes a separate FSDP2 expert-overwrite path. Not the same underlying bug." } ] }, @@ -22633,7 +22551,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "32148594592ce970410e023f3ea4cdbab168e74215a88542e5b9a3bdb3e187f7", + "prepared_review_unit_hash": "ad3176edfbbc204a9b63bbc587c5688eafda27dcfaab5c87cfdbc31a16cf1b60", "component_budget": { "node_count": 2, "item_count": 2, @@ -22655,18 +22573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info logging problem around `testing_utils.py`; PR 45645 is the more complete version because it adds the CI-side handling for multiple per-worker log files as well as the code fix.", - "confidence": 0.89, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR: it contains the core xdist-safe `captured_info` fix and also updates downstream CI/log collection to handle the new file layout.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall fix because it addresses both the underlying file-collision bug and the artifact aggregation path that would otherwise break log collection.", + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; PR 45645 appears to subsume the narrower path fix from 45639 and adds the CI-side log aggregation needed to preserve all debug logs.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45561 is the shared tracked bug for xdist-safe captured_info/debug log handling.", + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it includes the core worker-specific file fix plus the workflow changes needed to collect multiple captured_info files in CI.", + "best_issue_reason": "Issue 45561 is the only explicit issue target and matches the underlying bug described by both PRs.", + "best_pr_reason": "PR 45645 is the best representative because it covers the same fix as 45639 and extends it to the full end-to-end log preservation flow.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist-safe captured_info bug; 45645 appears to be a superset that can plausibly subsume 45639's code-path fix." + "reason": "Accept: both PRs address the same concrete xdist captured_info collision in transformers/testing_utils; 45645 appears to include the same fix as 45639 plus the related CI log collection updates, so they could plausibly be merged into one PR." } ] }, @@ -22696,7 +22614,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "dc88c468e9173e8335ff457d742f8c26c5bfe34340facb92bd584ae100d6c0e5", + "prepared_review_unit_hash": "80d613b52dba613c8e1fd8139954fe31d3d1369b8f91bc8c003100fa37c299ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -22718,18 +22636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are unrelated: one is a small AutoModel mapping/nit for glmasr/dia routing, while the other adds attn_implementation dispatch support for RecurrentGemma. They do not look like the same underlying bug or change.", - "confidence": 0.96, + "summary": "The two PRs are unrelated: one is a small AutoModel registry addition for glmasr/dia, while the other adds attention-implementation dispatch support for RecurrentGemma with corresponding model/test/doc changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the RecurrentGemma dispatch change is the more substantial code-path fix, but it addresses a different subsystem than the AutoModel mapping nit.", + "canonical_pr_reason": "PR #46320 is the stronger standalone change: it fixes a concrete code path in RecurrentGemma and includes implementation plus tests/docs, whereas #45670 is a narrow model-mapping tweak.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46320 is the better representative of the cluster because it contains the larger, concrete implementation change; pull_request:45670 is a small registry tweak and not a duplicate of it.", + "best_pr_reason": "PR #46320 is the best representative item because it is the more substantive, self-contained change and has clearer user-facing impact.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different models and different fixes: AutoModel registry entries for glmasr/dia versus RecurrentGemma attention-dispatch support. They are not the same underlying bug/change and would not plausibly be merged into one PR." + "reason": "Different targets and code paths: #45670 only updates AutoModel registry entries for glmasr/dia, while #46320 adds attn_implementation dispatch for RecurrentGemma. They are not the same underlying bug or change." } ] }, @@ -22759,7 +22677,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "34b773fa6f6d7429cecd7fa5570cb0bfd691bde1caa68ee96dfb099cfacb4546", + "prepared_review_unit_hash": "cff188121138774dd4fde37037f3be49bc1115f2e89eb1e4de6cd93e339383f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22781,18 +22699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests for different linter rules and different code paths, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "Two open PRs in the same Transformers codebase, but they implement different linting-rule refactors: one adds @can_return_tuple to model forward methods (TRF003), the other changes _init_weights patterns for many models (TRF018). They are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR here: PR 45720 implements TRF003 changes around return_dict/can_return_tuple, while PR 46259 implements TRF018 changes to _init_weights across many models.", + "canonical_pr_reason": "PR #45720 is the cleaner representative of this pair: it is a focused, concrete modeling-forward decorator change with a clear code-path scope.", "best_issue_reason": null, - "best_pr_reason": "If one must be chosen as the cluster representative, PR 45720 is the cleaner fit only because it is narrower and more internally cohesive; it is not a duplicate of PR 46259.", + "best_pr_reason": "PR #45720 is the best representative because its intent is narrowly defined and the diff is easier to characterize than the broader cross-model initialization refactor in #46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different fixes: one changes forward return handling, the other changes weight initialization. They do not target the same concrete bug or mergeable PR." + "reason": "Reject: these are different linter-rule implementations affecting different code paths. #45720 adds return-tuple handling to forward methods, while #46259 updates weight initialization logic; they are not mergeable as one PR for the same bug/change." } ] }, @@ -22888,7 +22806,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "56ef988fa91dcb31169f4594a613b90ccbd239f350fc368728b7a6c97281b764", + "prepared_review_unit_hash": "10280828d0062c2b43ee46136fd1a89268a08100fc337a58d7053d46e65c4d92", "component_budget": { "node_count": 2, "item_count": 2, @@ -22910,18 +22828,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both open PRs with testing/infrastructure flavor, but they address different changes: one adds Grafana/OTel CI and model/config tweaks, while the other is a test migration with anti-slop workflow changes. They are not the same underlying fix.", + "summary": "These PRs are not duplicates: one is a broad experimental/tracing and model-infra change, the other is a test-migration PR with kernel/test additions. They do not target the same concrete bug or code path.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs target different code paths and would not plausibly be merged into one change.", + "canonical_pr_reason": "No canonical PR as a duplicate representative; the two PRs address different areas and should remain separate.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for a duplicate cluster because there is no real duplicate relationship here; if forced, 46100 is the more self-contained test-migration PR, but it is still unrelated to 45932.", + "best_pr_reason": "PR #46100 is the better standalone candidate because its scope is more focused and internally coherent, centered on test migration and related test files.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different scope and intent: 45932 adds Grafana/OTel CI secrets and model/config edits, while 46100 changes anti-slop plus kernel/test migration files. Not the same bug/change and not plausibly mergeable into one PR." + "reason": "Different change intents and file sets: #45932 mixes workflow secrets, model implementation tweaks, and mapping/config changes; #46100 is a test-migration PR with kernel test additions. They do not look like the same underlying fix and would not plausibly be merged into one PR." } ] }, @@ -22951,12 +22869,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "14d4686a1ad770327970bb278884027c0ea9a2d17295338a92d8c60ca61ecec3", + "prepared_review_unit_hash": "113ae2aca6fd89a162c1ab6d6ccb06eb67107d683dedbd9dde20a0f5d10b2368", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, + "serialized_chars": 5523, "estimated_input_tokens": 1381, "estimated_eval_tokens": 3018 }, @@ -22964,7 +22882,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, + "serialized_chars": 5523, "estimated_input_tokens": 1381, "estimated_eval_tokens": 3018 }, @@ -22973,18 +22891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed-branch base touching many unrelated areas (including FSDP CI and multiple distributed modules).", - "confidence": 0.94, + "summary": "These two PRs overlap in distributed/parallelism code, but they are not the same change: #46126 is a focused EP + Trainer integration for router/expert-parallel behavior, while #46269 is a broad distributed-branch base touching many unrelated areas including CI, FSDP, integrations, and multiple models.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#46126 is the more specific, concrete feature change centered on EP/router behavior and Trainer integration; #46269 is a broad umbrella branch with many unrelated distributed updates rather than the same single fix.", "best_issue_reason": null, - "best_pr_reason": "No clear canonical PR: the overlap is only in shared distributed files, but the PRs target different concrete changes and would not plausibly merge into one patch.", + "best_pr_reason": "#46126 is the best representative of the cluster because it has a narrow, identifiable code-path change and a clear implementation target, whereas #46269 is too broad and mixed to serve as a clean duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are incidental; #46126 adds EP/Trainer integration for router/tensor-parallel paths, while #46269 is a broad distributed base refactor with CI and unrelated subsystem changes." + "reason": "Shared filenames only indicate the same subsystem. The PRs do not appear to fix the same concrete bug or implement the same change: #46126 adds EP/router masking and Trainer integration, while #46269 is a large distributed branch base spanning CI, FSDP, integrations, and multiple unrelated edits." } ] }, @@ -23050,208 +22968,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "a5e4602e615afb7d79b4fb1d2918aced8a088bd73ab31b0b44e8fc667b11d4b8", + "prepared_review_unit_hash": "19018fde7d8ffda2eaca6d99a911ef37392e64e4409b0ac1f85aebaceb3dc707", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25927, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25927, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs split into unrelated workflow-maintenance changes plus one small family of pr-ci-security-gate hardening edits. The non-security workflows are not duplicates, and the security-gate PRs are related but still look like separate incremental changes rather than the same concrete fix.", - "confidence": 0.93, + "summary": "These are separate workflow maintenance PRs; despite some filename-based similarity, they address different CI/security tweaks and are not duplicates. The closest cluster is `pr-ci-security-gate.yml`, but the edits target different behavior changes.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR cluster is present; #46554 is the best representative because it makes the main security-gate behavior change, while the others are separate workflow tweaks or follow-up hardening.", + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow-security change in the set, with concrete logic changes to the PR CI security gate rather than a small metadata tweak.", "best_issue_reason": null, - "best_pr_reason": "#46554 is the strongest standalone PR in the set: it adds the substantive security-gate logic, whereas the others are either unrelated workflow updates or smaller follow-up adjustments/comments.", + "best_pr_reason": "PR 46554 is the best representative PR because it makes the clearest behavioral change to a shared security-sensitive workflow and sits at the center of the soft-similarity cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior: self-comment CI message plumbing vs PR security-gate hardening." + "reason": "Different workflows and unrelated behavior: self-comment CI message piping vs PR security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different behavior; not the same underlying change." + "reason": "Different workflow files and different changes; no shared concrete bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows; unrelated CI comment handling vs security-gate workflow tweaks." + "reason": "Different workflows and unrelated edits; one updates self-comment CI, the other adds comments to a security-gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Different workflows and different security-context changes; not the same underlying fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes; comment-stdin handling is not the same as commit-message grep handling." + "reason": "Different workflow files and distinct shell-script handling changes; not duplicate fixes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Unrelated workflows: SSH runner setup vs benchmark trigger conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflows and distinct permission/setup adjustments; not the same bug." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "SSH runner changes are unrelated to assign-reviewer checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas; SSH runner hardening is unrelated to PR security-gate logic." + "reason": "Different workflows and unrelated security changes; no shared concrete code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow areas and separate fixes." + "reason": "Different files and different workflow concerns; not duplicative." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different updates; not the same bug/change." + "reason": "Both are workflow chores, but they change different jobs and triggers in different files." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Distinct workflow files with unrelated edits." + "reason": "Different workflow files and different fixes: permissions scoping vs checkout ref selection." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Distinct workflow files and distinct changes." + "reason": "Different workflows and different shell/env handling; not the same underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated problems." + "reason": "Same broad CI area, but different workflows and different behavior changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different changes." + "reason": "Distinct workflow logic in different files; no same bug or change." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated updates." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflows and different security/checkout concerns; not mergeable as one duplicate fix." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct updates." + "reason": "Different workflow behaviors: schedule/manual trigger vs shell quoting fix." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow areas; benchmark scheduling vs security-gate hardening." + "reason": "Benchmark trigger change is unrelated to PR security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflows; build-image command handling is not the same fix as PR security-gate hardening." + "reason": "Different workflows and different shell-safety vs security-gate behavior." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows and different code paths." + "reason": "Different files and unrelated changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Related security hardening, but one adds diff-based checks while the other changes permissions/approval flow; not the same concrete fix." + "reason": "Same workflow file, but different parts and different fixes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes gate logic; the other only adds explanatory comments." + "reason": "Same workflow file, but one adds enforcement logic while the other adds explanatory comments; not the same underlying change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different hardening steps: workflow-diff checks vs removing inherited secrets." + "reason": "Same workflow family, but different changes: explicit checks vs changing inherited secrets to empty." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "One changes permissions/approval gating; the other is comment-only." + "reason": "Same file but different fixes: permissions/approval flow vs comment-only documentation." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security-hardening actions: permissions/approval flow vs secrets exposure." + "reason": "Both touch the gate workflow, but one adjusts job permissions/flow while the other removes inherited secrets; different changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments-only documentation change is not the same as changing secrets handling." + "reason": "Comments explaining safety are not the same change as removing inherited secrets." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow files and different fixes." + "reason": "Different workflows and unrelated edits." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow files and different fixes." + "reason": "Different workflows and unrelated changes." } ] }, @@ -23281,12 +23199,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c9329db91db866250316396d8545ffdc114c15b30190550c427458df6b16dbc4", + "prepared_review_unit_hash": "fb57bc315b43217166c21aeede4a2553491cc33f505de9d846392e0e10f5b4e6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23294,7 +23212,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23303,18 +23221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about replacing file-based source inspection with safer source-reading APIs, but they fix different code paths in different modules and are not mergeable as one change.", - "confidence": 0.93, + "summary": "Both PRs address source-introspection code that previously relied on opening files, but they fix different call sites in different modules and are not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46152 changes import_utils.py source handling, while 46207 changes modeling_utils.py attention-implementation checks; they are related only at a high level.", + "canonical_pr_reason": "PR 46207 is the clearer representative of the cluster theme: it fixes a specific code path in `modeling_utils.py` and includes tests. PR 46152 is a separate lower-level helper change in `import_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "46207 is the stronger standalone PR because it targets a concrete behavior check, includes tests, and has a clearly scoped fix in modeling_utils.py.", + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it targets a concrete behavior change with test coverage; PR 46152 is related in spirit but addresses a different source-reading helper.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "They share the general theme of avoiding file-open source reads, but they affect different functions and modules with different behaviors; this is not the same underlying bug or a single plausible merged PR." + "reason": "Related theme (replacing file-open source lookup), but different modules, different functions, and no shared concrete bug path." } ] }, @@ -23344,12 +23262,12 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "1e5934ade4298331303b1d372c79b23b46c94928cd100018a6f3f27942dc4e4d", + "prepared_review_unit_hash": "3fc5effeb8787f7c9c2c4541afb86ba414bcf2d98c4247405094dea2ba967ffc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5699, + "serialized_chars": 5700, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23357,7 +23275,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5699, + "serialized_chars": 5700, "estimated_input_tokens": 1425, "estimated_eval_tokens": 3106 }, @@ -23366,18 +23284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate model-family PRs that both add SDPA dispatch support, but they target different architectures and code paths (T5 vs wav2vec2/audio models). They are similar in pattern, not duplicates.", - "confidence": 0.95, + "summary": "Both pull requests add SDPA attention dispatch support, but they target different model families and distinct codepaths: T5 vs wav2vec2/audio models. They are related in theme, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46196 is the broader, more representative SDPA-dispatch rollout across multiple audio models and docs, so it better serves as the cluster anchor.", + "canonical_pr_reason": "No canonical PR: the two PRs solve separate model-specific implementation tasks, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46196 is the strongest standalone representative because it spans the larger affected surface and captures the common SDPA dispatch change more comprehensively than the single-model T5 PR.", + "best_pr_reason": "If a representative PR is needed, #46196 is broader and central to the larger SDPA rollout across audio models, but it is still not a substitute for #46154.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add `attn_implementation=sdpa` support, but they modify different model families and files (`modeling_t5.py` vs wav2vec2/seamless/sew/hubert/etc.). They do not appear to fix the same concrete code-path problem and would not plausibly be one merged PR." + "reason": "Same general feature label (SDPA dispatch), but different model families and concrete code paths; they would not plausibly be merged into one PR." } ] }, @@ -23473,12 +23391,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "c7a695393480fdc58c6e6f973f820bc8fb46decb023b8507b19fc4e4ce5d82fc", + "prepared_review_unit_hash": "8f2d1ea8ed8fd22ac21be70692ec23d9ee27fa6988059aeb9081255fc2021e7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23486,7 +23404,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23495,18 +23413,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming; 46546 is the more complete version because it adds tests and covers an additional same-pattern fix in Gemma4.", - "confidence": 0.92, + "summary": "Both PRs fix the same right-window boundary bug in the Moonshine streaming sliding-window mask; PR 46546 is the more complete patch because it also adds the Gemma4 counterpart and tests.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical representative: it includes the Moonshine streaming boundary fix plus tests, and appears to be the broader, more complete implementation of the same bug fix.", + "canonical_pr_reason": "PR 46546 is the more complete implementation of the same boundary fix: it includes the Moonshine streaming mask correction, the modular mirror, a related Gemma4 fix, and test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall PR in the cluster because it is the more complete fix and includes validation, while still addressing the same concrete boundary error in Moonshine streaming.", + "best_pr_reason": "PR 46546 is the best representative because it covers the same underlying bug as 46310 but with broader, more complete coverage and tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same underlying off-by-one right-window boundary bug in Moonshine streaming; the fixes are compatible and could plausibly be combined into one PR." + "reason": "Same underlying sliding-window boundary bug in Moonshine streaming; the Moonshine-specific diff matches exactly, and the additional Gemma4 change in 46546 does not make it a different problem." } ] }, @@ -23536,12 +23454,12 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "988767cbf3a81acd9a0db4c1449bbefcc73ec9b8da2c299dbcb9b669f9a0ba31", + "prepared_review_unit_hash": "df6655b7645090c2c88efef0311c00dc6e6bc02d018d2b90733888e1af0a21ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23549,7 +23467,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5938, + "serialized_chars": 5937, "estimated_input_tokens": 1485, "estimated_eval_tokens": 3226 }, @@ -23558,18 +23476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds multimodal support to continuous batching in generation internals, while the other adds the HunYuan VL model package, docs, auto-mapping, and tests. They do not appear to be the same underlying bug or mergeable into one PR.", + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model package with docs/tests. They should not be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different features in different parts of the codebase and are not duplicates.", + "canonical_pr_reason": "PR 46417 is the better representative PR for this cluster because it is a self-contained, concrete model addition with extensive supporting files, while 46376 is a draft infrastructure change for continuous batching and targets a different code path.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global representative for the other; PR 46376 is a generation/runtime feature, while PR 46417 is a new model integration. There is no single best PR for the cluster.", + "best_pr_reason": "PR 46417 is the most suitable standalone artifact here: it is complete enough to stand on its own and has the clearest, well-scoped change set. PR 46376 is draft and focused on a separate subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different scopes and code paths: continuous batching multimodal support versus HunYuan VL model/documentation integration. They are not the same concrete change and should not be merged as duplicates." + "reason": "Different underlying changes: continuous batching multimodal support vs. HunYuan VL model implementation. They touch different features and code paths, so they are not duplicates." } ] }, @@ -23599,12 +23517,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "7ed740014c0a8bc25278b22b51f9ed4f56b1639a454d3ea9d220c76a41b93825", + "prepared_review_unit_hash": "1bad85f6ba1d7d57e61608dad870e7f081b94c02e50e8f7c2d252ecdd59e40a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23612,7 +23530,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23621,18 +23539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests in the cluster address different tokenizer bugs in different model families: one fixes CodeLlama decode stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer class selection. They are not duplicates and should remain separate.", - "confidence": 0.98, + "summary": "These are two unrelated tokenizer fixes: one corrects CodeLlama decode behavior that strips real leading spaces, while the other corrects DeepSeek checkpoint routing to the right tokenizer class in auto-loading.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs fix unrelated tokenizer issues in different code paths and model families.", + "canonical_pr_reason": "No canonical PR for duplication: PR 46574 is a decoder/strip fix in CodeLlama, while PR 46580 changes auto-tokenizer model-class selection for DeepSeek checkpoints.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because there is no shared underlying change to consolidate.", + "best_pr_reason": "PR 46580 is the broader tokenizer-loading fix and the cleaner representative of the cluster\u2019s auto-loading side, but it is not the same bug as PR 46574.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and fixes: CodeLlama decode-space stripping vs. DeepSeek model-tokenizer-class routing. Different files, model targets, and code paths, so they are not the same underlying change." + "reason": "Different underlying bugs and code paths: CodeLlama decode stripping vs DeepSeek tokenizer-class misrouting. They are not mergeable into one PR." } ] }, @@ -23662,7 +23580,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "b224ac24bf6c99712f2db9e7ab7b5e02479a7327e642513563966afbede0ccf8", + "prepared_review_unit_hash": "e80b428d929648fb27d335707c35ce36e7c4fc0c8b49052effd9660d0b65a440", "component_budget": { "node_count": 2, "item_count": 2, @@ -23684,18 +23602,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct Mistral PRs: one refactors/moves the existing Mistral converter into a package, the other adds tekken tokenizer detection/conversion/save support. They overlap in files and subsystem but are not the same change.", + "summary": "Both PRs target Mistral tokenization internals and touch many of the same files, but they address different changes: one is a refactor moving `MistralConverter` into an integration package, while the other adds tekken tokenizer detection/conversion/save utilities. They are related, but not the same underlying fix/change, so they should not be merged as duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the stronger representative: it introduces the substantive new tokenizer detection/conversion/save behavior, whereas #46603 is mainly a code organization/refactor of the Mistral converter.", + "canonical_pr_reason": "PR #46604 is the more substantive feature change, adding tekken tokenizer detection, conversion, and save utilities rather than only relocating existing converter code.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 best represents the cluster because it delivers the broader functional Mistral tokenizer change and is more likely to be the primary user-facing work.", + "best_pr_reason": "PR #46604 is the strongest representative of the cluster because it introduces the broader Mistral tokenizer functionality and is the more self-contained user-facing change.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 moves MistralConverter into the integrations package; #46604 adds tekken tokenizer detection and save/conversion utilities. Shared files/subsystem are not enough to treat these as one PR." + "reason": "Shared Mistral tokenizer files, but the scopes differ: #46603 is a code move/refactor, while #46604 implements tekken tokenizer support and save utilities. They do not appear to fix the same concrete code-path problem." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0a56fcb76515ddd06d883f4ae00ee36a70779186..27630afddf493eb23c5d64caffc4ecff0827597a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260617t120115z", + "analysis_id": "hybrid-model-20260617t180027z", "archived_artifacts": { - "hybrid": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260617T120115Z/analysis-runs/hybrid-model-20260617t120115z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-17T12:12:51Z", + "published_at": "2026-06-17T18:13:21Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260617T120115Z", + "snapshot_id": "20260617T180027Z", "variant": "hybrid" } diff --git a/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.json b/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..be8ee6a65b5926c94d770b7a7cb198be23591a44 --- /dev/null +++ b/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.json @@ -0,0 +1,2140 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260617T180027Z", + "generated_at": "2026-06-17T18:13:20Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 41116, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.809, + "size_similarity": 0.893, + "file_overlap": 0.75, + "area_overlap": 0.871, + "patch_similarity": 0.669, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 737, + 744 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 301, + 307 + ], + [ + 742, + 748 + ], + [ + 1360, + 1366 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 149 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 550 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 394 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45987-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45987.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45987, + "canonical_pr_number": 46173, + "issue_numbers": [ + 45987 + ], + "pr_numbers": [ + 46173, + 46474 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46173, + "right_pr_number": 46474, + "code_similarity": 0.65, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/cache_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cache_utils.py", + "left_ranges": [ + [ + 69, + 75 + ], + [ + 375, + 381 + ] + ], + "right_ranges": [ + [ + 79, + 85 + ], + [ + 461, + 467 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 46546, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 46546 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 46546, + "code_similarity": 0.566, + "size_similarity": 0.444, + "file_overlap": 0.5, + "area_overlap": 0.867, + "patch_similarity": 0.16, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 355, + 361 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 41116, + "duplicate_pr_numbers": [ + 45613 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..9d18b66d76947c4dd0bdfda38d2917b05983493f --- /dev/null +++ b/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,23628 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260617T180027Z", + "generated_at": "2026-06-17T18:13:20Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "83352bdae897901beb4dfd76982b3f7860b33d589783d26723b4d1f3a2dab196", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 62, + "serialized_chars": 45721, + "estimated_input_tokens": 11431, + "estimated_eval_tokens": 23118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated issue reports with only broad thematic overlap. The clearest duplicates are the DeepSpeed ZeRO-3 BertModel index error pair, and a likely torch 2.4.1 incompatibility pair. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it is the broader, cleaner statement of the ZeRO-3/BertModel index error; issue:43638 reads like the same bug on a narrower non-pretrained Bert variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest representative of an actual duplicate cluster in this set and has the clearest shared bug description with issue:43638.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure modes: missing Qwen3_5 config field vs chat/completions streaming error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: AMD GPU failure for GPT-OSS vs an MPS histogram operator issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different subsystems and symptoms: image preprocessor dtype mismatch vs GPU-specific model execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS-on-AMD." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and likely different broken paths; too broad to treat as the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Not the same underlying issue: AMD execution failure vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch under DeepSpeed Zero3 is unrelated to ONNX export errors." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FineGrainedFP8 are unrelated problems." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and CUDA assert with auto device mapping are different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crashes and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they concern different removed references and are not the same issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code are different issues." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch is not the same as Gemma4 device mismatch during forward." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index errors, but the reported failing tensor shapes and setups differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to resume-training with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error classes and contexts; no evidence they share the same root cause." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video chat template token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: mask indexing error vs GPT-OSS TP-only issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Model resume/trust-remote-code issue is unrelated to the Nemotron example bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration error and model resume problem are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Same broad training area but different bugs and code paths." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch and Bert Zero-3 index error are different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/Bert index-out-of-bounds bug; 43638 is just a narrower Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/reload output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime and LoRA merge/reload mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are different issues." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and collective mismatch are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation mismatch is unrelated to mask shape indexing." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS TP-only failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different Qwen/GPT-OSS failures with no shared concrete code path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 inputs_embeds reverse lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern regression is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 reverse-embedding lookup are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility; one is just a narrower versioned restatement." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and Qwen-3-8B NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to an MPS int histogram operator error." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Duplicate of a different pair's reasoning: Bert ZeRO-3 index error is not the same as GPT-OSS TP-only failure." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask/index shape mismatch are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicates are well supported by the issue titles/body themes (43596/43638 and 45800/46515), and the rejected soft-edge pairs are mostly appropriately marked as unrelated. No PR pair issue is 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": 2, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue: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:43404|issue:43866", + "issue:44841|issue:45084", + "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": "bc2807fc994148c1894b1e09e78ca9d84dde1d26b86b5b766012a460d8cbd7d2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39793, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated bug reports, with only a couple of clear duplicate-like pairs. The strongest duplicate pair is the AutoTokenizer v5 regression reports; the DeepSpeed ZeRO-3 Bert index errors also look like the same underlying issue.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45920 is the broadest and most central issue here: it describes the AutoTokenizer v5 regression across multiple model families, and it subsumes the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is open, broader in scope than the Granite-specific report, and matches the shared tokenizer-regression theme most closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: checkpoint corruption vs missing text encoder weights during loading." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version compatibility, but they are different incompatibilities with different symptoms and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading failure in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report DeepSpeed ZeRO-3 loading-time IndexErrors on BERT-like models, likely the same underlying initialization bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute mismatch with vLLM and Qwen3 auto-device-map cuda asserts are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/changed docs content and not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-build compatibility regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support failure and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are different problems." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video token/feature mismatch are different model-specific bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs examples are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are different regression classes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same AutoTokenizer v5 wrong-token-ID regression; 45812 is just a narrower Granite-specific instance of the broader issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and checkpoint loading failure for a different model are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to distributed support breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the shapes, triggers, and model contexts differ too much to treat as the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization and table QA runtime failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT loading issue and torch/transformers incompatibility are different regressions." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model failure and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a general chat crash and the other is a streaming API failure; not enough evidence they are the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46304", + "accept": false, + "reason": "MPS histogram int error and distributed-build support regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral and MPS histogram integer error are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern missing are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/dtype issues, but the concrete failure mechanisms and model paths differ." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and 'Can't compile non template nodes' are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they involve different shapes, contexts, and likely different root causes." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class AttributeError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig field regression are different issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility breakage and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different model-support requests/problems." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The open, broader AutoTokenizer regression issue:45920 is a reasonable canonical representative for issue:45812, and the other pairwise judgments are framed cautiously. The DeepSpeed ZeRO-3 pair is a bit speculative, but not overstated enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:45183|issue:46463", + "issue:44918|issue:45507", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "fbc5f6c6d69ca733621b9e8ece249db0313285c6572fc61de221fd4b88f087e3", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "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/model-specific reports. The only clearly merge-worthy duplicate-like thread is the Qwen3.5 video-input regression pair; the remote-code and input-validation pairs are too inference-heavy to accept conservatively.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 46294 is the strongest anchor because it is open, concrete, and directly matches the accepted Qwen3.5 video-input/token mismatch thread with 44479.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46294 is the best representative issue: it is specific enough to stand for the only solid duplicate-like subthread in the set and is more actionable than the broader sibling report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexError-flavored, but the titles point to different surfaces: generic mask-shape mismatch vs TRL/Qwen3.5 embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "MoE is the only real overlap; grouped_mm torch-dynamo tracing and GPT-OSS tensor-parallel failure look like different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are different code paths and symptoms." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support is unrelated to the Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights constructor-arg regression and PretrainedConfig pydantic break are different underlying issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the pydantic config regression do not describe the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are distinct runtime problems." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but image-preprocessor dtype mismatch is not the same as video feature/token mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are too broad to treat as one bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-size mismatch and deepspeed zero3 index-out-of-bounds are different failures." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5-family video-input regression, with the same video feature/token mismatch theme." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 quality, but the reported symptoms and likely root causes differ." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are unrelated bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 and remote-code config_class errors are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5/TRL unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue do not match as the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both are remote-code/custom-module related, but the titles indicate different concrete failures: cache-path collision versus wrong module loaded after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback logic are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the model families and failure modes are too different." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback checks are different concerns." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the tied-weights translation-model issue." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight handling are distinct bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and a docs typo are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and removed run-command docs are not the same underlying change." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern validation/error messaging, but the packet does not show a shared helper or the same underlying bug; the titles point to different validation surfaces." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different round-trip failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "init_empty_weights TypeError and GraniteMoEHybrid invalid method are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but at least one soft-edge accept overstates the evidence. In particular, issue:45183 vs issue:46463 are both about validation/error messaging, but the packet does not show they share a helper or the same bug; the titles point to different validation surfaces (input_ids/inputs_embeds XOR logic vs T5 decoder input validation). The remote-code pair issue:45632 vs issue:45698 is plausible, but also relies on inference beyond the packet. Because the instructions require conservative soft-edge verdicts, I can\u2019t accept this as-is." + }, + "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": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45081|issue:45399", + "issue:42491|issue:44368", + "issue:43828|issue:45823" + ], + "prepared_review_unit_hash": "3ef5615aab35e28f1292ae3021e53346bfff546f9b7d3138241b0fec8be9801d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38113, + "estimated_input_tokens": 9529, + "estimated_eval_tokens": 19314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there is a small duplicate set around the transformers 5.x non-persistent-buffer regression. The strongest match is 43950 as the umbrella issue, with 44534 and 45902 fitting it closely.", + "confidence": 0.68, + "canonical_issue_reason": "43950 is the best canonical issue: it states the broad 5.x non-persistent-buffer corruption regression, and the nearby reports (44534, 45902) are direct variants of that same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the most reusable triage target because it captures the underlying buffer-materialization regression rather than just one model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying 5.x regression: non-persistent buffers are being filled/corrupted with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc/example mismatch+quantization issue while the other is a quality/regression complaint about text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different bug class: remote_code config-field loss vs non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated failures: custom compute_loss signature mismatch vs DeepSpeed ZeRO-3 loading index error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities and different error surfaces; not the same code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/position handling, but the concrete failures and affected paths differ." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but 45920 is a broad multi-model report while 46489 is a model-specific follow-up; not clearly the same duplicate." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is not the same issue as noisy loading output." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding-quality issue; the other is a tokenizer change/regression across versions." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but the symptoms are different enough that they do not look like the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying non-persistent-buffer materialization bug; 45902 is a concrete model-specific manifestation." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failure modes: tokenizer loading error vs missing attribute on a causal LM." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but illegal-memory-access from 3D position_ids is not the same as CPU-offload incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is model quality and the other is implementation discrepancy with JAX." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is gradient checkpointing/LoRA behavior and the other is int4 quantization OOM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuild issue is unrelated to buffer initialization corruption." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different classes of load-time failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise vs a specific model load failure are not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same as above: loading noise is not the same as a concrete model load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance/memory problems with different triggers and code paths." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape error is unrelated to early stopping metric selection." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The latter is a broad remote_code regression umbrella; the former is one specific symptom, but the shared root cause is not clear enough to call them duplicates." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Qwen3 MoE FP8 failure are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class and a bitsandbytes parameter incompatibility are separate problems." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error and Gemma4 device mismatch are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is unrelated to GLM5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with different missing pieces." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression umbrella vs Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping registration failure is not the same as remote_code breakage." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different incompatibilities: autocast dtype mismatch vs device placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate set around issue 43950 is well-supported by the titles/body text, and the other soft-edge rejections do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "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:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "96534d11481da0029457fbb8d0d354d7ddb832732c2afda8d0446c47075e135d", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36628, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I found a few true duplicate pairs: the v5 docs/pipeline removal references, the `_is_hf_initialized` loading TypeError, the Whisper fbank helper failure, the Qwen video-input regression, and the mask/tensor shape mismatch. The rest are related by subsystem but not the same underlying bug.", + "confidence": 0.69, + "canonical_issue_reason": "If a single representative must be chosen, issue 41093 is the cleanest canonical target: 44805 repeats the same mask/tensor shape mismatch with only the dimensions elided.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41093 is the earliest and most exact report of the mask/indexing error, so it is the best duplicate anchor among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are transformer regressions, but 45020 is a broad remote_code breakage report while 45356 is a specific Kimi tokenizer codec/warning regression; not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversions (`ids->tokens` vs `tokens->ids`) and different hot paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs problem: v5 removed pipeline tasks, but the docs still reference them. 44509 is a later restatement of the same documentation mismatch." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer correctness on DeepSeek-family models, but the model families and failure modes differ enough that this does not look like one underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied-weight bug in Mistral3; the other is a from_pretrained buffer regression. Related area, different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both touch AutoModel config/loading, but one is about unwrapping `text_config` for composite configs and the other is a remote-code `config_class` attribute error; different defects." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` kwarg regression during model initialization/loading; the symptoms differ, but the bug is the same." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: FineGrainedFP8/Qwen3Moe vs bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are broad loading regressions, but they affect different surfaces: remote_code model behavior vs missing `config_class` on AutoModel.from_pretrained." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Same Whisper audio preprocessing failure; 44220 names the specific `_torch_extract_fbank_features()` helper behind the generic 'can't run' report." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a weight-conversion/load issue and the other is gradient averaging with `model_accepts_loss_kwargs=True`; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA not taking effect and the other is a missing support flag on a trust_remote_code model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but they concern different models and different failure modes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "`compute_loss` signature mismatch vs a tensor/mask indexing error; unrelated bugs." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen models, but the model targets and missing-weights patterns differ; not enough to treat as one bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; only the general symptom is shared." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same 5.3.0 Qwen VL video-input regression; 44560 is a specific StopIteration manifestation of the broader video path failure." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a specific model-loading failure for sleng-bert." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention Qwen3.5/attention, but one is an RLHF NaN/SDPA fallback issue and the other is a flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor length mismatch in indexing; 44805 is essentially the same error with the concrete sizes elided." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation map preprocessing are unrelated problems." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures for different model families; no shared concrete bug path." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 attention-group crash vs NemotronH checkpoint loading failure; unrelated." + }, + { + "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": "Zero-3/BertModel init crash vs torch version incompatibility; not the same underlying issue." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support vs Qwen3-MoE sliding_window behavior; different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/position-related code, but one is a Qwen2.5-VL video/image scaling bug and the other is uninitialized memory in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 attention KeyError and the other is a device mismatch with `device_map=\"auto\"`; separate defects." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative. The accepted duplicate pairs are well supported by the titles/metadata: 43827\u219444509, 43872\u219444291, 41093\u219444805, and the Qwen video/doc/Whisper pairs are plausible without overclaiming. The rejected pairs stay appropriately separate by failure mode or code path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "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:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "82486f339bfd6ce12e0e0fac45c4fca5531e99b318320ce466930bd76def32e0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37773, + "estimated_input_tokens": 9444, + "estimated_eval_tokens": 19144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports; only a few pairs look like true duplicates of the same underlying bug. The clearest duplicate groups are custom model initialization, non-persistent buffer corruption, SigLIP2 inference regression, and BERT model loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest, most reusable summary of the custom-model initialization regression, with issue:43645 as a narrower notebook repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue because it describes the underlying v5 custom model initialization breakage in general terms rather than a single environment-specific reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: deepspeed zero3 empty-tensor index error vs a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support request vs a Float8 storage lookup error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different code paths and symptoms: image preprocessor/model dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo batched track leakage and Whisper empty-transcription handling are distinct bugs." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import failure for Qwen2.5-VL is not the same as meta-device loading regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading issues are different problems." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL StopIteration during video handling is unrelated to the MPS histogram int error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression; 43645 is just a notebook-specific repro of the broader 43646 bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and mechanisms: Bamba SDPA compile crash vs Qwen3.5 flash-attention packed-position bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL, but one is video StopIteration and the other is TRL embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to the generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 execution are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but Granite token IDs and DeepSeek-Coder v1 output are separate regressions." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is not the same as a broad torch version incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping command failure is unrelated to Gemma4 device placement." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 inference regression on google/siglip2-base-patch16-224; both describe the model producing bad/degenerate outputs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading for granite_speech and glm4v validation changes are different config bugs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "deepspeed zero3 Bert init failure is unrelated to the tokenizer-mapping add-new-model-like issue." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 BertModel indexing and tokenizer-mapping command behavior are distinct issues." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload dequantization and Strix Halo mmap OOM are different loading problems." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping validation and mask shape indexing are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA version incompatibility and packed-weight accelerate loading are different defects." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs and documentation example errors/quantization failures are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent buffer corruption regression in Transformers 5.0.0; the titles are essentially the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3Moe FP8 config failure are different runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA qwen3_moe compatibility and Gemma4 resize_token_embeddings are separate bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same latest-version model-loading regression for closely related BERT models; the failure mode is the same." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Generic GLM5 issue and Qwen3.5 flash-attention generation failure are not the same problem." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Silent dtype handling when loading multimodal checkpoints is distinct from stale config.dtype after from_config()." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative: the true-duplicate calls are well supported by the titles/descriptions, and the many false calls are reasonably separated by bug family. The summary also matches the evidence that this is a mixed cluster with only a few clear duplicate pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:45663|issue:45859" + ], + "prepared_review_unit_hash": "bdd8634fc86ffdbf9d8169e2e3d38822c44424b8a7c50ba553e8e4b6f8920d6a", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct issues that only share broad subsystem or symptom overlap. I found one strong duplicate-like pair around resize_token_embeddings in composite models; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the broader, more representative report of resize_token_embeddings not propagating to nested/output embedding modules; issue:45335 looks like a model-specific instance of the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue here because it describes the underlying resizing bug more generally and maps cleanly to the duplicate-like t5gemma report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: one is Qwen3.5 ZeRO-3 weight loading, the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; only broad AI/model-example overlap, not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency vs quantization/offloading behavior; not the same concrete issue." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different memory issues: Qwen3 MoE training vs int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and load-time failures; no clear shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading/offload paths." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same family (SigLIP2) but one is a docs/example mismatch plus quantization failure, the other is bad inference outputs; not clearly one bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/Qwen3 MoE hf4.x vs hf5.x compatibility is unrelated to generic resize_token_embeddings propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math and SGD args handling are separate problems." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model/version compatibility issues with no shared code-path indicated." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different GLM5/model-loading and quantization persistence bugs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes/model families and are not clearly the same defect." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are separate load/save failures." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update nested/output embeddings in composite models; 45335 looks like a narrower variant of the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and crash causes: chat crash for Qwen3.5 vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention.py, but one is a packed-sequence/position_ids bug and the other is a sink-less s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is tokenizer vocab-size inconsistency; the other is a model-loading failure for a different tokenizer/model." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are different model classes with no clear proof of the same code-path bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "General Torch 2.10 incompatibility is not the same as meta-device loading breakage for specific models." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offload inefficiency and int4 reserved-memory/OOM are related only at a high level, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/model issues are unrelated to GLM5 loading problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping crash and AudioFlamingo3 track-leak inference bug are different failures." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state bug vs Qwen composite config unwrapping bug; different models and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init arg during init_empty_weights is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state handling and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The one accepted pair, issue:45276 \u2194 issue:45335, is well supported by the titles and the high similarity signal: both describe resize_token_embeddings failing to propagate to nested/output embeddings in composite models. The rest of the soft-edge verdicts are appropriately cautious and do not overclaim shared root causes based on broad subsystem overlap alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue: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:44155|issue:45823", + "issue:43335|issue:45663", + "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:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "f04df2b56683c7ed236d1fa38fe3c692b088629108fc88e4118891912a37b290", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37888, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate pocket is around `resize_token_embeddings` not propagating changes to output/token embeddings across related model variants; most other soft matches are just same subsystem, same model family, or same symptom class, not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45292 is the cleanest general statement of the duplicate set: it describes the core `resize_token_embeddings` bug against `output_embeddings`, and it sits at the center of the accepted near-duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best global representative because it is concise, model-agnostic, and captures the shared code-path problem better than the more model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load failures, but they affect different models and different quantization formats (`NVFP4` vs `MXFP4`); too broad to be the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is an int4 quantization memory regression; the other is Strix Halo mmap/OOM behavior. Same symptom, different underlying cause." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` model-loading breakage is unrelated to the Strix Halo mmap/OOM issue." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device-mapping mismatch are different forward-path bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and different failures: SwitchTransformers config construction vs Gemma4 FSDP2 cache rebuilding." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA effectiveness and the other about eval-mode usage." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example script failure; not the same code-path bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report `resize_token_embeddings` not updating output-side embeddings; `45276` is a model-specific variant of the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated failures: MPS histogram type error in MoE vs a 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 for granite_speech." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as Qwen3.5 RLHF NaNs from 3D `position_ids` and SDPA fallback." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-test loading failure for GLM-4.7-Flash and Qwen3.5 save regression are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is a permissions propagation bug and the other is wrong-module loading." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP2 shared KV state are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer issues, but one is BPE-marker handling and the other is `continue_final_message` logic." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate to output/decoder embeddings across model variants." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention mismatches, but one is autocast dtype behavior and the other is meta-device loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer resume/max_steps calculation are unrelated bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model/tokenizer loading issues, but they concern different models and different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `extra_state` save/load handling do not share the same concrete defect." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "A broad Torch 2.10 incompatibility report is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs and the other is slower `convert_tokens_to_ids`." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip regression are different defects." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to a generic tokenization change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom model loading after v5, but one is about `base_model_prefix` and the other about Jupyter-defined classes; too different to merge." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline language return and `from_pretrained` inside Python classes are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type failure and non-template-node compile error are not the same code-path problem." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch with `device_map='auto'` are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and a generic mask-shape IndexError are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and compile-node type errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate pocket around resize_token_embeddings (45276/45292/45335) is well supported by the titles and similarity scores, and the other soft-edge rejections do not overclaim sameness beyond what the packet shows." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:32090|issue:39404", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "150636bc4a963e822dec0c6c4435b1922171d8cf7ae0483fcf0780b1c7aa0ef4", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37109, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue pairs by title/metadata. The one clear duplicate-like match is the Qwen3-VL MoE loading pair (43299/43931); the rest look like separate bugs or separate documentation/model-specific regressions.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43299 is the broadest and most central report in the only strong duplicate-like pair: a Transformers 5.0.0.dev0 regression breaking Qwen3-VL MoE model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 best represents the shared Qwen3-VL MoE loading failure described by the matching pair, while issue:43931 reads as a more specific symptom of the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The titles point to different areas: an isolated reproduction of an old issue versus a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but the titles describe different documentation topics and different pipeline task mentions." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "The titles describe different failures: Torch version incompatibility versus a Qwen3.5 SFT trainer embedding issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "The titles suggest different bug types: SigLIP2 inference/output issues versus ModelOutput key assignment." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model regressions in v5, but the titles refer to different models and different loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "The titles describe different problems: torch.export export failure versus a Perceiver image classification issue." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "The titles point to different loading bugs: a T5 tokenizer conflict and a gguf/from_pretrained breakage." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "The titles describe different regressions: Whisper pipeline return_language and MXFP4 quantization loading/fallback." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "The titles describe different save/load or config-handling problems: extra_state versus composite Qwen multimodal configs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "The titles point to different bugs: quantized save/load corruption and a mistral_common tokenizer behavior issue." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "The titles are closely aligned on Qwen3-VL MoE model loading; one is the broad regression and the other is a specific weight-shape mismatch symptom." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The titles describe different issues: an isolated reproduction of an old issue and a tokenizer continue_final_message bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "The titles describe different tokenizer-loading failures on different models." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "The titles point to different topics: Qwen3 MoE training memory usage versus Strix Halo mmap/OOM handling." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "The titles describe different failures: a deepspeed zero3/BertModel index error and a compiled flex_attention torch version issue." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "The titles describe different behaviors: extra_state save/load handling and a Qwen VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "The titles indicate different tokenizer loading problems for different models." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "The titles describe different loading regressions for different model names and version ranges." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "The titles point to different v5 breakages: base_model_prefix loading and non-persistent buffers." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "The titles describe different tokenizer-related bugs: ignoring tokenizer.json and a DeepSeek-Coder v1 output regression." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "The titles refer to different problems: tokenizer BPE marker handling and Mistral3 weight tying." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "The titles point to different failures: a T5 tokenizer load error and a Qwen3 MoE FineGrainedFP8Config issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "The titles describe different bugs: image preprocessor dtype mismatch and a template compilation TypeError." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "The titles point to different model-structure/loading issues affecting different models." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "The titles describe different errors: Trainer GPU broadcast failure and Whisper return_language behavior." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "The titles both mention device/offload concerns, but they describe different models and different failures." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "The titles point to unrelated topics: TOKENIZER_MAPPING_NAMES behavior and flex_attention compilation." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "The titles describe different bugs: missing config fields with trust_remote_code and a Qwen3.5 cache crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "The titles indicate different loading regressions for different models." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "The titles describe different Qwen3-related issues: FineGrainedFP8Config versus PagedAttentionCache linear_attention." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "The titles point to different code-path failures: torch dynamo grouped_mm tracing and template compilation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is plausible, but several soft-edge explanations go beyond what the packet supports. With only titles/metadata available, claims like \u201cdifferent subsystems,\u201d \u201cno shared code path is evident,\u201d or specific root-cause distinctions are a bit too strong. The Qwen3-VL MoE pair (43299/43931) is the only clearly plausible duplicate-like match from the packet, but the rest of the verdicts should stay more explicitly title-based and tentative." + }, + "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": 10, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "ab9dd1879980ea9690688a1a90289bab50b8ce22508bab53c9c93b90a6c6a5fb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37705, + "estimated_input_tokens": 9427, + "estimated_eval_tokens": 19110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose family of Transformers v5-era loading/initialization regressions, but the soft pairs are generally too different to merge as exact duplicates. The best representative issue is the broad custom-model initialization regression.", + "confidence": 0.54, + "canonical_issue_reason": "issue:43646 is the broadest, most central report in the set: it describes a Transformers 5.0.0 regression in custom model initialization, which is the closest umbrella theme for several nearby v5 loading/init failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best cluster anchor because it is generic enough to represent the recurring v5 initialization/loading breakages without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different bugs: perplexity/model-eval behavior vs tokenizer post-processor updates at runtime." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Unrelated failures: Apple Silicon warmup TypeError vs `_is_hf_initialized` flag breakage." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers being corrupted and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Different subsystems and symptoms: token counting vs multimodal iterable dataset handling." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend packaging, but the specific issues differ: missing tensorflow in extras vs an unsupported `tensorflow_text` backend name." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio code, but the reported failures are different and not clearly the same root cause." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper/special tokens, but one is about `batch_decode` ignoring a flag and the other is empty-transcription generation after token alignment." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated: missing tied-weights metadata in one model vs a separate model-loading failure." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different model families and code paths: multimodal iterable dataset loading vs mistral_common tokenizer behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Different problems: tokenizer method-name conflict vs Jupyter/custom model initialization regression." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but one is a generic `gguf_file` loader break and the other is a specific Qwen2.5-GGUF load failure; not enough evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: device_map/offload dequantized model loading vs GGUF model loading." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: template compilation error vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-processing bugs, but one is chat-template sampling-rate handling and the other is batch padding-mask behavior." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different features and code paths: PEFT/local checkpoint loading vs mistral_common continue-final-message behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise on load vs a specific Mistral tokenizer regex patch crash; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Completely different failures: FP8 config loading vs template compilation." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific load failures with no shared concrete code-path evident." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward vs cache length return-type contract; related area, but not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about custom model init and the other about non-persistent buffer serialization." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model and the other is serialization varying by device." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different symptoms and code paths: notebook model init vs buffer serialization corruption." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden-state output vs rope/position-id scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio/codec models, but one is padding-mask batching and the other is STE/forward mismatch in DAC." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures in unrelated tokenizers/models." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve FP8-ish issues, but the reported errors and likely code paths are not the same." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: nonsensical outputs vs processor/model input-size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated model-loading regressions with different failure modes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Completely different trainer features: early stopping metric selection vs token counting state updates." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model loading errors with no clear shared root cause." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8/float8-adjacent failures, but the concrete bug surfaces are different and not clearly mergeable." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer construction/loading errors for different models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43632|issue:44534", + "issue:41553|issue:43582" + ], + "prepared_review_unit_hash": "18512ec71675f07834add63213c4e214ef6874d732b2ce9bf5b2ba3d96ade4fc", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35649, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only clear duplicate pair is the Qwen3.5 save_pretrained regression; the Qwen VL video vs still-image rope-index reports are related but not the same bug and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45216 is the best anchor because it states a concrete Qwen3.5 save_pretrained regression with a clear version boundary, and issue:45357 reads like the same checkpoint-key bug persisting in a later release.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most representative and actionable issue in the set: it has a specific failure mode, version regression, and a strong duplicate candidate in issue:45357.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is unrelated to StaticCache.get_seq_length() returning a tensor instead of an int." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure mode from OmDet-Turbo's processor/model image-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but one is a Llava Next load crash and the other is a Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "They are both Qwen VL-related, but one is a video-input regression across several models while the other is a still-image temporal position_ids scaling issue in qwen2.5-vl." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-layout regression affecting the visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "A T5 tokenizer method-name conflict is unrelated to Qwen3 auto device mapping causing cudaErrorAssert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different bugs in different model families." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer loading failure and the other is a tokenizer performance regression; they are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to noisy model-loading warnings." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention failures are separate code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer corruption are both v5 regressions but not the same underlying issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is training with multiple images per prompt and the other is temporal position-id scaling." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different model families and different symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise and tokenizer load failure are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "An _is_hf_initialized regression and a Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "An eval-mode checkpointing misuse is different from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading/runtime failure and missing Float8 storage object are distinct failures." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but they affect different models and different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are separate compatibility bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer BPE-marker bug is unrelated to a DeepSeek-R1 accuracy regression after upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are different loading issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "inputs_embeds/past_key_values progressive generation is unrelated to Qwen2.5-VL multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading under v5 and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "A broken _is_hf_initialized flag is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong. `issue:44479` and `issue:45325` are related in topic/version, yet the packet only shows a broad overlap around Qwen VL / temporal-position handling; it does not clearly establish they are the same bug, especially since one is a video-input regression across several models and the other is a still-image temporal position_ids scaling issue in qwen2.5-vl. That pair should stay conservative/rejected unless there is stronger evidence. The Qwen3.5 `save_pretrained` pair (`45216`/`45357`) looks plausible, and the rest of the rejects are well supported." + }, + "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": 12, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45812", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44829|issue:45479", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43818|issue:46402", + "issue:44462|issue:45812", + "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:43454|issue:44466", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "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:42796|issue:45381", + "issue:43701|issue:45325", + "issue:43296|issue:45800" + ], + "prepared_review_unit_hash": "97b57966be4512734e9325e140dba72cf1664dec325fb169b37e39439e87a3b5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression reports with two plausible duplicates: the SigLIP2 output-mismatch pair, and a Qwen2.5-VL positional-index pair that is similar but not strong enough to merge as one bug. The cluster\u2019s best representative remains the broad Transformers v5 initialization/loading regression theme.", + "confidence": 0.54, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the dominant cluster theme: Transformers v5 initialization/loading regressions impacting model setup behavior across many models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 best captures the cluster\u2019s central pattern as a broad v5 initialization regression, rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different failures: device-map/offload loading error vs MoE training memory inefficiency." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs empty-weights init argument mismatch; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging, but one is missing TF in the torch extra and the other is a tensorboard-only backend error." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh bug vs tokenizer special-token insertion bug; different layers." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training regressions: flash-attention degeneration vs single-label zero-loss behavior." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping cuda assert vs tokenizer regex patch AttributeError; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization junk; different internals." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA vision-tower/temporal-attention issue vs Sam3 text-encoder weight loading regression." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Repository tokenizer.json selection bug vs Granite token-id regression; not the same underlying issue." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA architecture/weights vs Qwen3.5 visual-encoder save_pretrained keys." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 breakages, but base_model_prefix loading and custom model initialization are distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching effects, but they hit different models and different attention/mask paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer filling vs ModelOutput key assignment; unrelated regression types." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging issue vs PaddleOCR-VL load failure in vLLM; different problems." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage vs ModelOutput key assignment bug; different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export / torch_compilable_check failure vs dtype mismatch in bfloat16 inference; not the same code-path problem." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weights not being tied vs inconsistent lm_head serialization by device; related theme, but distinct bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device model loading regression; no concrete overlap." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL positional regressions, but one is still-image temporal position_ids and the other is video-input vision_position_ids; insufficient evidence they are the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 HF-vs-original implementation mismatch that yields wrong outputs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt finetuning failure vs video-input position_id bug; same family, different concrete bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 long-OCR index error; unrelated models and paths." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs GGUF loading failure for Qwen2.5; different quantization/loading issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Empty-weights init argument mismatch vs strict config validation rejecting granite_speech config; different causes." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression vs dtype mismatch in bfloat16 inference; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior vs tokenization version change; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen2.5-VL position IDs; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs Qwen2.5-VL rope-index scaling bug; different failure surfaces." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility; different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overreaches on at least one soft edge: issue:45325 vs issue:45381 are both Qwen2.5-VL position-id regressions, but the packet shows different surfaces (still-image temporal position_ids vs video-input vision_position_ids) and not enough evidence to call them the same bug. The SigLIP2 pair looks plausible, but the accepted Qwen2.5-VL duplicate verdict is too strong for the evidence provided." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:45072", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43526|issue:43883", + "issue:36331|issue:42617", + "issue:44387|issue:45704" + ], + "prepared_review_unit_hash": "6fbd3632b0da1ec26a8b4f1ab463c40e10870b988da5b95faea9d5d35efa899a", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are model-specific regressions, loading/offload failures, tokenizer/processor bugs, or doc/example issues. The soft-similarity edges mostly reflect shared Transformers v5 regression language or broad subsystem overlap, not the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43873 is the broadest and most central representative here: it covers offloading + quantization, which is the closest recurring theme among the loading/device-mapping regressions in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best single issue anchor for this cluster because it is general, current, and closer to the repeated memory/loading/offload failures than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: a video-input regression across Qwen/VL variants versus a Gemma4 PLE device-mismatch forward bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to torch.export failures caused by torch_compilable_check." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation are different bugs with different code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is not the same as Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds are unrelated issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are separate model-specific load problems." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug and Bamba torch.compile+SDPA bug affect different model code paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU-offload device mismatch and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example mismatch and Qwen2.5-VL iterable multiple-image finetuning failure are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is not the same as Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking bug and slow convert_tokens_to_ids regression are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion issue is distinct from missing supports_gradient_checkpointing on Nemotron remote-code variant." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta add_special_tokens regression and AutoTokenizer wrong-token-id regression are different tokenizer issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight-tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/loading, but one is dequantized model loading on gpu+cpu offload while the other is generic quantized offloading; too broad to treat as one bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying bug and BitNet packed-weight unpacking bug are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder padding-mask issue and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient checkpointing with PEFT LoRA are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py run failure and Qwen3Moe FineGrainedFP8Config failure are distinct startup/config problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk fill are different v5 regressions." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 cuda assert under auto device map is unrelated to Llava Next load-time segfault." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature regression and 3d_parallel.py execution failure do not share the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 reserved-memory OOM regression and T5 apex.FusedRMSNorm memory leak are separate memory issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:41720|issue:42617", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue: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:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "2b72883cde9334addf7bb66a6b27e7ffddb490bcc1aa21dcf59584a0121219e8", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37319, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes training/checkpoint regressions, tokenizer/processor bugs, quantization/offloading failures, and several model-specific multimodal issues. The soft pairs are mostly adjacent-sounding but do not describe the same concrete bug path, so they should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best umbrella issue in this set: it is active, broadly scoped around quantization/offloading, and already has inbound references, while the other items are narrower and mostly unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes: model loading failure vs tokenizer-loading regression." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving/serialization, but one is about tied lm_head weights and the other about incorrect visual encoder keys." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen family, but multi-GPU training is unrelated to flash-attention generation failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API kwarg mismatch vs MoE/FP8 model loading failure; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config strictness preventing a model load is not the same as tokenizer loading failing on a specific checkpoint." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug vs tokenization changes; different code paths." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on a model is not the same as a tokenizer-version regression." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but pixel-decoder dummy Conv2d and missing text-encoder weights are distinct bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batching vs dtype mismatch in inference; unrelated defects." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both touch Trainer control flow, but checkpoint resume failure and early-stopping metric detection are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading problems, but one is a general offload regression and the other is mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is not the same as a 3d_parallel script execution failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA behavior is unrelated to accelerated loading not unpacking packed BitNet weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Loading dtype propagation in Blip2 is separate from checkpoint-resume max_steps miscalculation." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied-weight loading in Mistral3 is a different serialization bug from incorrect visual encoder save keys." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API breakage is not the same as a general tokenization-version change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are runtime/inference issues, but compile+SDPA and CPU offload device mismatch are distinct paths." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Related custom-model API area, but one is custom model initialization under v5 and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and image-size mismatches are different bugs on different processors/models." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are loading/offload-related, but FP8 config failure and dequantized model offload failure are not the same concrete defect." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma multimodal bugs, but a variable-name collision in forward is unrelated to device_map auto device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image resolution expectations, but they affect different models and different preprocessing logic." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and a 3d_parallel runtime issue are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve with multimodal models, but the failing attributes and processors differ." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are separate save/load concerns." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen/MoE-ish scaling, but multi-GPU training and tensor-parallel failure are different problems." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "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:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked-LM prediction regression and recurrent-state reset are different model behaviors." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Model loading failure vs pipelines import dependency/version requirement; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they occur in different tokenizers and different tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43526|issue:43881", + "issue:42915|issue:43322", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:44387|issue:45701", + "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:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "8e7d42dec0ff5598be90f1d063d69aff7b71c83ac1ecf093d8305911efd933df", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug/change; the similarities are mostly broad subsystem overlap or generic regression wording. I would not merge any of these issue pairs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45479 is the strongest standalone issue: it is concrete, reproducible, and clearly describes a specific failure mode with broad applicability across multiple sequence-classification models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45479 is the best issue candidate in this set because it is precise, well-scoped, and actionable, making it a good representative issue even though the items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs GLM-4V load failure; no shared code path." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "One is a Qwen3Moe FP8 config failure, the other a Llava Next segmentation fault; unrelated model-loading problems." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload behavior; different config fields and failure modes." + }, + { + "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": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different runtime issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 RMSNorm memory leak; different code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is not the same as BarkProcessor voice_preset parsing." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is distinct from Qwen3VL weight_only loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 add_special_tokens method name conflict." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale documentation for removed pipeline tasks." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization changes are different regressions." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but the affected models and concrete failures differ; too broad to treat as one bug." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and multimodal config unwrapping are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined variables in multimodal token counting are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics batch truncation is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is not the same as BigBirdTokenizer decode output failure." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failure are different service bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with cached keys are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset parsing is not the same as Qwen3 A800 device-mapping failure." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and text encoder weights not loading are different multimodal persistence bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Two tokenizer-loading regressions, but for different models and failure mechanisms; not the same underlying bug." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for composite Qwen multimodal models is different from CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init validation and num_labels propagation are separate configuration problems." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch num_labels, but one is Qwen3.5 config propagation while the other is a classification-loss edge case across models." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and class-wrapped from_pretrained inconsistency are not the same 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": 16, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:45704|issue:45923", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:43531|issue:43645", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:39692|issue:43873", + "issue:46032|issue:46463", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "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:43295|issue:45834" + ], + "prepared_review_unit_hash": "c7d9bfdedc0e9776dade821f3013e8492cbfed3b7fbb034badd058754778b4d9", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37066, + "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 a loose collection of tokenizer/processor/model regression issues rather than one duplicate set. The only clear duplicate pair is the two Qwen2_5_VLProcessor.apply_chat_template batched padding=False reports.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older of the two clearly duplicate Qwen2_5_VLProcessor.apply_chat_template reports and has the broader, cleaner title for the same crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest issue to anchor the cluster since it is the only unmistakable duplicate target; the rest of the items are related only at a broad subsystem level and should not be merged as one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken TypeError and the other is a model loading failure; different underlying bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: Perceiver image resizing vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different code paths and symptoms; one is a model-loading regression, the other is PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention warnings/config, but one is about tie_word_embeddings and the other about incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both are training/gradient-related, but eval-mode gradient checkpointing and ZeRO-3 gradient inflation are distinct bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but for different models and different failure modes; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different issues: CUDA assert during Qwen3 auto device mapping vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video-processor padding bug vs FA2 long-context performance regression; unrelated root causes." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 memory leak and a missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token/special-token handling, but one is runtime post-processor updates and the other is save/load config corruption." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different problems in different subsystems; eval-mode checkpointing is not the same as a T5 RMSNorm leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainer workflows, but one is SFT embedding unpacking and the other is evaluate-after-train failure; different bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load issues, but PEFT adapter loading and sinq quantized persistence are separate code paths." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both break HF_HUB_OFFLINE tokenization flows, but the reported causes differ: cache loading vs an unconditional model_info call in _patch_mistral_regex." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "A composite-config unwrap bug and a missing gradient-checkpointing flag are not the same issue." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, just phrased differently." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example problems are unrelated to quantization offloading behavior." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness and T5 decoder validation error messaging are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are incorrect model outputs, but for different models and unrelated causes." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Adapter loading vs quantization offloading are separate loading/runtime issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer special-token registration are related in theme only, not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation processing and a GenerationMixin import error are entirely unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL variants, but weight_only loading and video vision_position_ids are different failures." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token updates and the other is NER padding/truncation crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex/tokenizer regression, but the reported root causes and affected models differ." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DAC from_latents/STE mismatch are different model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve processor/model regressions, but custom processor.tokenizer access and Kosmos2.5 long OCR indexing are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only clear duplicate pair is issue:44514/issue:44545, and the remaining soft-edge rejections are conservative and consistent with the titles. I don\u2019t see evidence of overstatement or an unsupported merge suggestion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:44220|issue:44661", + "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:44843|issue:45081", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44485|issue:44509", + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "5d67dc6bbf6757d4aa5156a9d613a86280077aef5d20b8ccca5abfeb1c58e0c0", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated bugs across tokenizers, vision/audio models, configs, runtime regressions, and docs. None of the soft-edge pairs look like the same underlying defect, so no merges are justified.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the cluster mixes unrelated bug reports with different models, code paths, and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 43611 is the cleanest standalone regression report and the broadest of the set, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference/runtime regressions, but they affect different models and different failure modes (SDPA compile vs bfloat16 dtype mismatch)." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and symptoms: ZeRO-3/BertModel indexing versus fbank feature extraction." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer/additional-token error versus a model loading failure for a specific checkpoint; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA on Bamba versus DiaConfig save/load token ID loss." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video, but one is a Qwen3OmniMoe processing error and the other is a chat-template feature/token mismatch in a different model." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different problem classes: wrong video position IDs versus a long-context FA2 performance regression." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 output/behavior changes, but they concern different models and distinct code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both touch loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and add-new-model-like mapping failure are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash is not the same as Perceiver non-default-resolution image classification failure." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one drops fields from trust_remote_code and the other rejects granite_speech under strict config." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific bugs: sparse layer creation in SwitchTransformers versus RoPE layer dropping in Smollm3." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 CUDA assert on A800 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and code paths; torch.compile/SDPA is not the same as DAC.from_latents forward mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but two distinct bugs: an unconditional hub call offline and an AttributeError on a different tokenizer object." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing issue and Gemma3n variable-name collision are different multimodal bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation-example errors and Kosmos2.5 long-ocr index errors are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions in model outputs, but they affect different models and distinct implementations." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug and FSDP CPU RAM efficient loading failure are different regressions." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram support error are different code paths and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue and GenerationMixin import error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43606|issue:45072", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:46294|issue:46463", + "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:43645|issue:46665", + "issue:45987|issue:46192", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "30ee9f823a104605b873dcbcba891dcc94a67c47a58364313e2c5e1a66d9289b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "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": "Only one soft duplicate pair looks like the same underlying bug: the tokenizer added-token spacing regression (#28218 / #29159). The rest are distinct issues across different models, loading paths, or error conditions and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "#28218 is the clearest, most concrete statement of the tokenizer spacing bug and the best representative of the only credible duplicate pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "#28218 is the best issue to keep as the representative tokenizer bug; it is specific, concrete, and matches the accepted duplicate closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/XOR input checking across models is a different bug from the single-label classification zero-loss regression." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bf16 dtype mismatch are different failure modes in different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask variable collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Dropping label elements in gather_for_metrics is unrelated to Mamba2 use_cache corruption for seq_len > 1." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "These hit different models and symptoms: a Qwen VL video regression vs a Kosmos2.5 long-ocr index error." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as StaticCache returning the wrong type." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline deprecation/error messaging is distinct from SigLIP2 producing wrong outputs under pipeline/AutoModel." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipelines import failing on a dependency requirement are unrelated issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue is different from Video-LLaVA missing temporal attention and weight-sharing behavior." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "weight_only loading errors are a different path from flash-attention generation failures." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template token mismatch and T5 decoder-input validation are different model/input-validation bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of one helper function is not the same as the broader remote_code breakage report." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and batch_decode skip_special_tokens handling are different tokenizer features." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "These are different video-input regressions in different Qwen-family models and likely different code paths." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug than a dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one is an error-message issue and the other is stale documentation." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same underlying tokenizer spacing regression around added tokens; one is the specific symptom, the other the slow/fast inconsistency framing." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and unexpected _is_hf_initialized argument handling are separate loading bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Custom-model initialization in notebooks and from_pretrained inside Python classes are related only at a very broad level, not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Cache length return-type contract and return_tensors being ignored are unrelated API bugs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as a general tokenization-change complaint." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype state and Apple Silicon warmup TypeError are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "A missing TensorFlow backend in installation extras is unrelated to Mistral tokenizer backend_tokenizer access failure." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature breakage are entirely different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: #28218 and #29159 are plausibly the same tokenizer spacing/added-token regression, and the remaining pairs are conservatively rejected as different issues. No overstatement or mergeability problem is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 19, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:44060|issue:44368", + "issue:45372|issue:46326", + "issue:43329|issue:45600", + "issue:43550|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43906|issue:46209", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:39692|issue:44912", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "c48078d9570b9e82c367d4fe3bab1a3e206dd9d8f4e453bbf6c6f3b22bd34134", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated bugs in loading, tokenizers, processors, training, quantization, and dependency handling. I would not merge any of the soft-edge pairs; they are only superficially similar.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly fits the whole set; the cluster is too heterogeneous. If forced, issue:45020 is the broadest loading/compatibility regression report, but it does not unify the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest and most central report among these, but only as a loose representative of a loading-regression subset; it is not a true umbrella for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: unsafe sys.modules access vs a CLIP text-model structure regression." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Different vision preprocessing bugs in different models: over-padding vs wrong patch counting." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: BigBirdTokenizer special-token registration vs MXFP4 quantization fallback." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both audio-related, but different code paths: chat-template sampling-rate default vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/processor failures: Mistral regex patching vs Gemma4Processor serve initialization." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model loading key error is not the same bug as a broad remote_code compatibility regression." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: float8 storage lookup vs PIL image processor dependency handling." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both Qwen-VL, but one is a from_pretrained weight_only load error and the other is a RoPE index calculation bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different model families and contexts; not enough to establish the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error and the other is continue_final_message behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: multimodal token counting video branch vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs MXFP4 quantization loading on git-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: template-node compilation error vs CLIPTokenizer max-length default." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Both vision-related, but one is a BEiT label reduction bug and the other is an RTDetrV2 output regression." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both loading-related, but one is gguf_file argument handling and the other is a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BEiT processor label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: Qwen3 MoE weight conversion/loading vs multimodal token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different incompatibilities: GenerationMixin import path vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom/model-user code, but the actual bugs differ: import path breakage vs Jupyter custom model initialization." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different domains: DAC latent inference mismatch vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No shared bug: an isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both training-related, but one is a ZeRO-3 index error and the other is evaluate() failing after train(); different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Different packaging regressions: torch-only install missing TensorFlow vs kernels v0.15 import requirements." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: packed-weight unpacking during accelerate loading vs processor output size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors are not the same as a quantization-loading regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different issues: trailing-slash local-model import warning vs Qwen3 MoE weight conversion/loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 20, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:44387|issue:44617", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:29159|issue:34567", + "issue:43454|issue:43577", + "issue:43525|issue:46291", + "issue:44568|issue:45356", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "c42eb0c674f28fbeb10b58d2fdcdef3b14838816e3fbc27d2a65b8a769c35302", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34990, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem terms (tokenizers, video, loading, cache, quantization) but not the same concrete bug. I would not merge any of the suggested pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out across this mixed set. If forced to pick one representative issue, issue:43749 is the strongest standalone tracker because it has the most discussion and inbound references, but it does not represent the other topics.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43749 is the best global representative by activity and external references, making it the most visible standalone bug report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different problems: PEFT/local checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but one is zero probabilities and the other is a processor/model input-size mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trust_remote_code vs not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Separate model-specific failures: GLM-4.7-Flash load/test issue vs Qwen3.5 generation with flash-attention." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "One is int4 quantization reserved-memory growth; the other is Sam3Video OOM. Same symptom class, different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight-conversion failure is not the same as GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading problems, but one is weight conversion with accelerate/deepspeed and the other is a shape mismatch for Qwen3-VL." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but one is spurious recompilation from lazy init while the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they are different code paths and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different load-time failures: FineGrainedFP8Config on Qwen3Moe vs a key error for MobileLLM-125M." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video, but 43329 is an undefined-variable bug in token counting while 44479 is a v5.3.0 video-input regression across several Qwen VL models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is a multimodal token-counting bug; the other is incorrect batched video processor output shape." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/OOM contexts: FSDP CPU RAM efficient loading vs mmap on Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to torchvision being required by PIL image processors." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "One is a model/config loading issue; the other is AutoImageProcessor URL loading." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Different CPU-offload bugs in different models; no shared concrete code path." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to GPT-oss-20b perplexity on WikiText-2." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not a technical duplicate of an isolated reproduction for issue 38071." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different video-processing failures: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence bug is unrelated to MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to Blip2 dtype propagation failing to set model/model.qformer to half precision." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to pipelines import failing due to kernels version/revision requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS addition vs codec handling and warning behavior in Kimi-K2.5." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast with transformers>=5.1.0 is unrelated to CLIPTokenizer's excessive model_max_length." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 21, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43317|issue:45538", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:44291|issue:44821", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "7eac286cc87f63160e5a3088a8ca9c28f95ac21765785b8749c8a6084574f851", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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": "The cluster is heterogeneous and does not form a single duplicate set: it mixes tokenizer regressions, multimodal/video bugs, model-loading/import errors, training/runtime failures, and packaging/version issues. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45488 is the best available anchor because it is open, concrete, and in the strongest tokenizer-regression thread, but the cluster is too mixed for a confident true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "45488 is the most reusable issue target here; it has an explicit, actionable regression description and active discussion, unlike the other items which are mostly unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different failure modes and subsystems: generic PyTorch-missing import versus a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocabulary; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: RTDetrV2 output mismatch versus Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated dependency problems: torch compatibility versus kernels requiring a revision/version argument." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated models and symptoms: FineGrainedFP8Config failure versus CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in model loading is unrelated to TrainerState token-count bookkeeping." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend inclusion issue versus missing Qwen class import; different problem areas." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM is not the same bug as init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Generic missing-PyTorch import error versus LayoutLMv3 box-validation messaging; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Different regression domains: multimodal video-input behavior versus FA2 long-context generation performance." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken keyword collision and the other is a model-specific tokenizer load failure; not enough evidence of one root cause." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max-length handling." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug versus a broad tokenizer-version regression; different concrete failures." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 configuration failure and FSDP CPU RAM efficient loading are separate training-stack issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is BLIP2 loading behavior and the other is config dtype staying stale; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf model/tokenizer loading and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert under auto device mapping and Qwen3OmniMoe video-input ValueError are different model-path failures." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a missing-PyTorch import error." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues in Qwen variants, but they involve different models and failure signatures; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is a pre-tokenizer override; different mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend issue versus a specific model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model-loading regression and CI failure in list_repo_files are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights TypeError and AutoImageProcessor URL loading are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad Qwen video area, but the models and error modes differ enough that they do not look like the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "The second is a specific qwen2.5-vl vision_position_ids complaint, while the first is a broader multi-model video regression; related theme, but not clearly one bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero-probability behavior and Perceiver non-default-resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count updates and CustomTrainer compute_loss signature mismatch are separate trainer API issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 22, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43697", + "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:45216", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:44792|issue:44964", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43404|issue:45987", + "issue:43906|issue:46693", + "issue:44737|issue:45588", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43697|issue:45216", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "4263b45a3e1f442d921f1ac6f4f245f41e662bc8cfc40da824b9c2eec840b304", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span unrelated bugs across model loading, tokenizer behavior, config serialization, dtype/device mismatches, vision/multimodal paths, and performance regressions. None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/weights-like behavior, but one is DeepSpeed loading conversion for MOE weights and the other is RoPE layer count mismatch in Smollm3; different models and code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal/model-loading failures, but one is a janus test failure and the other is a Phi-4 multimodal load regression; no shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related errors, but one is AddedToken argument duplication and the other is a Mistral regex patch crashing on a tokenizer attribute; distinct failures." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading errors, but one is a missing key for MobileLLM and the other is a Float8 storage deserialization problem; unrelated causes." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both involve Qwen3.5, but one is missing/dropped RoPE layers while the other is kernel registration failing for apply_rotary_pos_emb; not the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is a torchvision dependency issue in PIL image processors; the other is a tokenizer regex crash. Different subsystems." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both touch multimodal models, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a DiffusionGemma generation/pipeline failure; no common code-path." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "An XLNet CPU-device bug and a T5 error-message issue are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but one is RoPE layer dropping in Smollm3 and the other is still-image temporal position scaling in Qwen2.5-VL; different logic." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one misses BOS/EOS insertion and the other strips a leading space on round-trip; separate behavior." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to an AutoImageProcessor URL loading failure." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem; the other is stale auto_mappings references causing CI breakage. Different issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and forward paths (Blip2 vs SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of an older issue and a broken Nemotron example are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch is unrelated to a T5 decoder-input validation error message." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models/tokenizers, but one is a gguf_file-from_pretrained regression and the other is a specific model failing to load; no shared concrete fix." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache return type are unrelated bugs." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction issue and a long-context FA2 performance regression do not share the same underlying defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet device placement bug and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "One is num_labels propagation in Qwen3.5 config; the other is strict config blocking granite_speech loading. Different config problems." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "A BeitImageProcessorFast reduce_labels bug and a sequence-classification zero-loss issue are not the same problem." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are separate regressions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config handling, but one silently resets rotary_pct on reload while the other errors on JSON-loaded ignore_keys lists; distinct failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "A missing PyTorch import and a NoneType broadcast error under Trainer are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape runtime error and a LayoutLMv3 box-validation message 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": 23, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:28282|issue:35141", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43452|issue:44843", + "issue:43653|issue:44361", + "issue:43525|issue:46701", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:38175|issue:43295", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:45542|issue:46178", + "issue:43531|issue:43742", + "issue:42898|issue:46491", + "issue:43646|issue:43749", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:43452|issue:43577", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43688|issue:45704" + ], + "prepared_review_unit_hash": "22b56d0f0b5dc0b96bbddc039eb57a4f70ed4e6457ecb93a80079f2490b54d77", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, spanning distinct tokenizer, loading, config, generation, and backend regressions. I found no soft-edge pair that clearly describes the same concrete bug or change; the closest candidates are still too different in model, code path, or symptom.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest umbrella regression here: Transformers 5.0.0 breaking custom model initialization. The other reports are narrower, model- or tokenizer-specific breakages rather than the same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative of the cluster because it captures the general v5 breaking-change theme and is the most broadly applicable, actionable report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different failures: BitNet packed-weight handling during accelerate loading vs Perceiver image-resolution forward behavior." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError due to missing PyTorch is unrelated to the post-init tied-embedding reinitialization bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but they are different models and different missing attributes." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model complaint; not enough to treat as the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder input validation are distinct code paths and symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading IndexError is not the same as trainer.evaluate() failing after train." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated problems." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different errors; no shared concrete bug path is evident." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading support and offline hub model_info() calls are distinct AutoTokenizer failures." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task AttributeError failures." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the concrete bugs and code paths differ." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output and processor.tokenizer/custom image handling regressions are different failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency issues are separate import problems." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device-map forward mismatch are not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend mapping errors, but they involve different missing optional dependencies and different error surfaces." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenizer behavior changes, but one is a generic v5 setting change and the other is a specific CodeLlama round-trip regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regressions are not the same as FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: custom processor/image-token handling vs Kimi-K2.5 codec and warning behavior." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token bugs, but they affect different tokenizers and different token types." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation and RTDetrV2 output divergence are unrelated model behaviors." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issues and a MacOS bus error in CLIP loading are clearly different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype casting staying float32." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup regression and est-roberta tokenizer loading failure are different problems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are different generation bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and the T5 apex RMSNorm 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": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44964", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46365", + "issue:46402", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43688|issue:45440", + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:43643|issue:44561", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43720|issue:44361", + "issue:43493|issue:43825" + ], + "prepared_review_unit_hash": "60d411667e3e2fef9e9c4f9bc7c7eec11cdd91bac52732f8e8ee3ea37b249a82", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like near-topic matches at best, not true duplicates: they involve different models, different failure modes, or different code paths. No safe canonical item emerges from this heterogeneous cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue; the cluster is heterogeneous and does not center on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong representative because the items span unrelated reports across loading, generation, tokenization, and docs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: Smollm3 RoPE-layer handling vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token-related behavior, but one is BigBirdTokenizer special-token registration and the other is DiaConfig save/load of custom IDs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a transformers-version tokenization change." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models is a different code path from Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint behavior." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and different defects: loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA issues in Bamba are unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor passing kwargs to cached_file." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training question for Qwen2-VL is not the same as the GenerationMixin import error." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A MobileLLM load key error is a different failure than AutoImageProcessor loading from a URL." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is a distinct training crash from a general Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation bugs: server KV-cache continuation indexing vs beam-search cache reorder not running for certain models." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to sinq quantized model save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is a different issue from compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is compiled-forward chunking and the other is flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unloading are unrelated model-loading bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Flash-attention correctness/generation failure is not the same bug as a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: pretrained preset loading vs torch.compile with SDPA." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code is not the same as removing is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field preset loading and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation bug is separate from an MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig custom-token-ID loss." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small does not match DiaConfig save/load token ID loss." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is a different issue from FA2 long-context performance regression." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT version bump/release issue." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate defaulting and processor.tokenizer/image-input regression are different processor bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError share no concrete code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation divergence is unrelated to a pipeline error-message wording regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 25, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "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:43525", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "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:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:44849|issue:46209", + "issue:39692|issue:43295", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44568|issue:45812", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43606|issue:44112", + "issue:43334|issue:43572" + ], + "prepared_review_unit_hash": "284fc736c4d63d051564fe1879585b9533c850ae5632d0e81ee0a73366f4fdbe", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36731, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of mostly unrelated regressions: tokenizer quirks, model-loading failures, config-field bugs, and a few training/inference issues. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the most representative and highest-scope issue in the tokenizer-regression subset: it describes a broad silent v4\u2192v5 tokenization failure affecting all Granite models, which is more central than the narrower model-specific loading/config reports around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single anchor for this cluster because it is broad, user-visible, and clearly about a concrete tokenizer regression rather than a one-off model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched-padding crash and the other is a tool-call/no-content crash; different edge cases, not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-token-id theme, but different configs/models (`Llama4Config` vs `StableLmConfig`) and different missing fields; not one shared defect." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading failures, but the models and failure modes differ; no sign of the same underlying loader bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Separate regressions: Qwen3.5 generation/flash-attn behavior vs FP8 inference failure on B200." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms and code paths: label propagation in Qwen3.5 vs Whisper empty-transcription handling after special-token alignment." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "One is a device-map forward mismatch; the other is quantization save/load corruption. Different problems." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs Mac bus error in a CLIP model; completely different issues." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation; not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality issue vs `return_tensors` being ignored when `text_kwargs` is passed; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16\u2192FP32 dtype drift and a ZeRO-3 gradient anomaly are different training issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy vs DeepSpeed gradient growth; no shared concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different regressions: Qwen3.5 hidden-states behavior vs FP8 inference support on B200." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors vs a processor/tokenizer regression in custom model code; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs serialization of tied weights; separate code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error in a CLIP model vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not enough evidence of one shared bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure vs accuracy regression after upgrade; different symptoms and likely different causes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-loading failure for `sleng-bert` vs offline-mode breakage in `_patch_mistral_regex`; distinct issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states regression in Qwen3.5 vs incorrect visual encoder keys during save/load." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change vs checkpoint resume key mismatch; no shared underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed Janus test vs an unreleased PEFT version bump; not the same defect." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a Qwen model vs dependency-version pinning; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token IDs lost on save/load vs tokenizer AttributeError on tasks; different model-specific bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on mdeberta-v3 and the other is wrong token IDs on Granite; not the same code-path problem." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs missing `flash_attn` import key on Python 3.13; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a dev-version model-load break; too different to merge." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class vs an FP8 storage type error; no relation." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model preset loading vs CPU-offload device mismatch; different failures." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device mismatch/offload, but one is a real model failure and the other is a stale CI test; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing token-id style config regressions, but they hit different models and fields; no evidence of one underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 26, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:43572|issue:44291", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:44464|issue:45584", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "800dad8951afac8e31ba86bbeedd6c487c567b82c70d9336d92beaedf0391731", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs mostly link unrelated transformer bugs that share only broad subsystem vocabulary. No soft edge looks like a true duplicate or a single mergeable PR pair.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44464 is the closest thing to a representative issue because it is a concrete runtime regression in generation/forward execution, but the overall cluster is too diverse to support a strong true-canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44464 is the best anchor only by being the clearest concrete bug report; it is still not a good duplicate umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: one is a missing pad_token_id on Qwen3-VL, the other is AutoModelForCausalLM.from_config not unwrapping composite text_config." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated failure modes: category-count limit error vs accuracy regression after upgrade." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different config/API issues: StableLm pad_token_idx regression vs unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different code paths: unexpected position-id key handling vs CLIP text model structure divergence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model bugs: legacy preset field loading vs mask token registration and decode output." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache, but one is compiled-forward chunked generation output mismatch and the other is cache-length handling for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different problems: invalid GenerationConfig vs image-text-to-text pipeline failure for DiffusionGemma." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different concerns: missing mm_token_type_ids default vs multi-GPU inference OOM." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different paths: compiled-forward chunked generation bug vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is OOM and the other is a device_map auto placement mismatch." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: ZeRO-3 gradient growth vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both are quantization-related, but one is offloading behavior and the other is save/load corruption after sinq quantization." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and layers: bad SigLIP2 outputs vs unexpected key in position-id handling." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Completely unrelated: Flash Attention 2 test failures vs MLFlow reporting after failed training jobs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different code paths: flash_attention.py crash on s_aux=None vs sinq model persistence breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer parity issue vs Trainer distributed broadcast TypeError; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Unrelated: trailing-slash local path import warning vs CUDA out-of-memory on GPT-oss-20b." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different issues in compilation/import paths: non-template-node compile error vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation vs DiffusionGemma image-text pipeline." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing regression and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting GeneratorExp support vs SigLIP2 zero-probability outputs; no shared code bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims vs incorrect PyTorch version check for AuxRequest import." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model area, but one is a dummy Conv2d implementation detail and the other is a memory overflow report." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serve crashes: multimodal .to() AttributeError vs KV-cache continuation indexing bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert under auto device mapping vs post-upgrade accuracy regression; not the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different regressions: missing Gemma4Processor._tokenizer vs rope validation TypeError on JSON-loaded lists." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key 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": 27, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46710" + ], + "soft_pairs": [ + "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:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:45520|issue:46178", + "issue:43232|issue:44849", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:39692|issue:46192", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:28218|issue:35141", + "issue:42915|issue:43824", + "issue:43950|issue:46285" + ], + "prepared_review_unit_hash": "1aa55f8fa433e29038ac8db32192702c289e57c3f029fa5dee8c33b9c7eef0ea", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37040, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenization, model loading, multimodal processors, generation, dtype/device handling, and model-specific regressions. None of the soft edges look like safe duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the reports do not share one underlying bug or fix path, so this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 43950 is the strongest broad regression report (from_pretrained / buffer handling), but it only represents a small slice of this mixed set and should not be treated as the cluster\u2019s canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: tied lm_head weights in Mistral3 multimodal generation vs an accuracy regression in DeepSeek after a version upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: bfloat16 dtype mismatch in inference vs save_pretrained/tokenization failure in Wav2Vec2." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths and symptoms: missing flash-attention import symbol vs meta-device loading breakage." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated issues: flash_attention crash on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different APIs and bugs: processor.tokenizer/images regression vs video processor batched-shape bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal model issues: Qwen3OmniMoe video processing error vs Gemma 4 missing mm_token_type_ids default." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in different models: token type ID defaulting vs device_map auto PLE device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different subsystems: custom model processor/tokenizer regression vs offloading/quantization behavior." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Different tokenizer problems: LayoutLMv2 NER/padding crash vs return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement bug in Gemma4 vs a tokenizer argument-handling bug; no shared underlying fix." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal processing bugs: processor/tokenizer regression vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated import/configuration issues: flash_attn key error on Python 3.13 vs BACKENDS_MAPPING rejecting tensorflow_text." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation/model bugs: update_model_kwargs_for_generation after sync_gpus vs Qwen3.5 output_hidden_states regression." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different models; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 parity discrepancy; unrelated problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weights, but one is serialization of tied lm_head.weight and the other is LoRA merge collapse with extended vocab; not the same code-path fix." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: BigBirdTokenizer special-token registration vs a GraniteSpeech CI test flake." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Related model family, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; too little evidence they share one exact bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors vs tokenizer argument handling; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different regressions: embedding dtype changes during eval vs memory usage during Qwen3 MoE training." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Qwen2.5-VL video position IDs vs FP8 inference failing on B200." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different concrete bugs: all-zero assistant masks vs crash on tool-call messages with no content." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens vs embedding reinitialization in post_init; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config load failure vs missing Qwen2.5-VL import symbol." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both involve loading/model structure, but one is non-persistent buffer corruption and the other is CLIP text model structure inconsistency; not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43827|issue:43901", + "issue:45200|issue:45325", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "e78e4aa510670d96b9df0b8dddeaae4cdb29a96bf2f6124aaa46e40e1a9f051f", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35516, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft pairs mostly share superficial keywords (models, tokenizers, configs, CI, flash attention) but not the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43824 is the strongest representative here: it reports a concrete import regression, has the most discussion/inbound references among the set, and describes a clear user-facing failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the best overall issue candidate in this heterogeneous cluster because it is specific, reproducible, and high-signal compared with the other more disparate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different problems: gguf / from_pretrained loading failure versus stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different models and failures: missing Qwen2_5_VL symbol import versus DeepSeek detokenization regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different model families and likely different fixes; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different modalities and code paths: audio chat-template sampling rate versus batched video processor output shape." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but one is FastSpeech2Conformer loading and the other is Wav2Vec2 save/tokenization behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generate-related issues: Janus image generation test failure versus stale warning for num_return_sequences." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: DAC latent/STE mismatch versus GraniteSpeech CI device-override test flakiness." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver non-default resolution failure versus RT-DETR memory not being released on deletion." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression for Qwen VL models versus return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different APIs and different stale references." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL issues: missing/default mm_token_type_ids versus incorrect rope position scaling." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing import_utils helpers, but they are different functions and separate regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different components: OmDet-Turbo preprocessing size mismatch versus LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but one is gather_for_metrics batch truncation and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Config construction bug versus torch.compile/SDPA runtime failure; not the same underlying issue." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: Qwen3 auto device mapping on A800 versus FP8 inference on B200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/code paths: DAC latent mismatch versus qwen3_omni_moe feature-length calculation behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training-loss bugs: AMP/CUDA crash versus auxiliary losses not used when denoising is off." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different multimodal model-structure problems: Qwen composite config unwrapping versus CLIP text-model structure inconsistency." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: unsupported center arg in a feature extractor versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Separate platform/import problems: flash_attn lookup on Python 3.13 versus Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: CPU-offload device mismatch in bark-small versus qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Siglip2 zero probabilities versus RT-DETR memory retention after deletion." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers sparse-layer config bug versus BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test breakage versus Trainer _gpu_broadcast_one NoneType type error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different scope: Bamba torch.compile/SDPA failure versus a stale GraniteSpeech CI test." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different import/version problems: missing _flash_supports_window_size versus generic Torch 2.10 incompatibility." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 29, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43720|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:45459|issue:46234", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "23e51a7a4a4e588a8aa420846908734ba653a1868c7313fc4be96c179a773747", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35629, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports with similar wording. I found one clear duplicate pair: the two identical Qwen3.5 MoE `from_pretrained` errors. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earliest exact-match report for the Qwen3.5 MoE `from_pretrained` failure; issue:45478 is a later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the cleanest duplicate anchor in the set because it exactly matches issue:45478 and is the earlier report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch ImportError vs MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but they involve different root causes and models." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift vs Qwen3.5 recurrent-state reset are different code paths and bugs." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Different issues: missing `text_config` unwrapping vs stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy-field loading are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing error vs helper output-length behavior in `qwen3_omni_moe`." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI-related, but one is BitNet packed-weight loading and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during eval is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and `_gpu_broadcast_one` NoneType handling are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Config creating a sparse layer and a helper length-calculation issue are not the same underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different model areas and failure modes; one is config logic, the other is a CI regression." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is a missing internal symbol and the other is `HybridCache` export/import availability." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is batched padding crash and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Qwen3_5 rotary embedding CPU-offload incompatibility are separate defects." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resizing are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template support in a processor and DiffusionGemma weights staying on meta are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call assistant-content crash and `continue_final_message` behavior for mistral_common are distinct chat-template issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path trailing-slash warning is not the same as a GLM-4.7 loading failure in unit tests." + }, + { + "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": "Exact same title and same Qwen3.5 MoE `from_pretrained` failure; the later issue is a duplicate of the earlier report." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents` mismatch and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift and DeepSeek tokenizer regression are different components." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation/example errors and BEiT `reduce_labels` bug do not share the same underlying issue." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer decode-error masking and missing `is_falcon_mamba_ssm_available` export are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark and float16 AMP crash in LwDetr are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, and the only clear duplicate pair in the provided set is issue:45310 / issue:45478, which do share the same title and bug description. The soft-edge rejections are conservative overall and do not overclaim mergeability or duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:45290|issue:45381", + "issue:43278|issue:43381", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44857|issue:45588", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:44561|issue:44779" + ], + "prepared_review_unit_hash": "e68db3c7b4376e35a30159504df806f863f970bc3d849c5267b051698cc13bff", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share weak lexical similarity (training, tokenizer, FlashAttention, save/load, etc.). I found no pair that clearly describes the same underlying bug or fix, so no soft-edge duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45920 is the broadest, highest-impact regression report in the set, with multiple affected models and broad tokenizer fallout; it is the least niche representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone issue to anchor the cluster because it has broad scope, clear user impact, and relatively high activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-startup failures, but the described failure modes are different and not clearly the same bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior and Trainer GPU broadcast NoneType errors are unrelated code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 docs/example problem; the other is a position-id regression across models." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM for Sam3Video and over-padding in Swin2SR are different model/processor bugs." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and Gemma4 device mismatch are distinct failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype-related crashes, but they affect different modules and concrete failure paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a removed utility breaking trust_remote_code are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error on CLIP are different runtime issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and position-id key warnings are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and feature-extractor output-length behavior do not describe the same code defect." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model loading are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "A dtype drift between train/eval and an undefined video-token helper are different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression and return_tensors being ignored are separate API problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "A v4-v5 output difference for Pegasus and a Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast label reduction are different failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and qwen2.5-vl video position IDs are separate multimodal issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing and train/eval dtype changes are not the same underlying problem." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation behavior and Gemma4 multi-GPU OOM are different symptoms and code paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and ViT torch.jit generator-expression export failure are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator/comment parsing and missing flash-kernel decorator registration are distinct import/runtime issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load and wrong custom module loading are both serialization-related, but not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP float16 crash in LwDetrImageLoss and flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating and video padding in SmolVLM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and missing TensorFlow backend installation are unrelated packaging/import issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regressions are different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:32090|issue:33290", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:44206|issue:44479", + "issue:45491|issue:46693", + "issue:45372|issue:45459", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "850ae6e54210f1b6256e4302e547aea3b46dc0faaa53fe696e81a480756d4bc4", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37417, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the titles point to unrelated bugs across tokenizers, Gemma/Qwen, quantization, audio/vision, and trainer internals. None of the soft pairs look like the same underlying bug or change; the apparent similarity is mostly broad subsystem overlap.", + "confidence": 0.69, + "canonical_issue_reason": "No strong duplicate nucleus is visible from the titles alone. If one issue must anchor the cluster, issue 43873 is the broadest and most active report here (quantization/offloading, open, with high discussion/inbound refs), so it is the most plausible canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue because it is broad, currently open, and has the most evidence of being a live, discussion-heavy bug rather than a narrow one-off report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Adafactor+DeepSpeed OOM are different failure modes with no concrete shared code path." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is Gemma4 multi-GPU CUDA OOM; different bug surfaces." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting output change is unrelated to Trainer broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 output/serialization regressions, but one is Pegasus generation output drift and the other is lm_head.weight serialization; not the same code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is a loading-path issue, not the quantization/offloading bug described in 43873." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen2-57B-A14B-Instruct tensor-parallel OOM are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and symptoms: Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP is not the same bug as SigLIP2 documentation example errors." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta add_special_tokens behavior and Gemma3 NaN embeddings are unrelated tokenizer vs attention/embedding bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch do not share the same underlying defect." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen updates are unrelated trainer/layout issues." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except error handling are distinct tokenizer/model issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention.py s_aux=None crash are both Gemma4-adjacent but target different layers and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failure are different tokenizer paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is not the same failure as Wav2Vec2 save_pretrained/tokenization issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading break and convert_rope_params_to_dict TypeError are unrelated API/validation bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is Qwen3Moe+FineGrainedFP8Config failure and the other is quantized model saving failure; different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export failure and flash-attention s_aux=None runtime crash are separate problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and serve-time missing _tokenizer attribute are related to Gemma4 but not the same concrete bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking and leftover dummy classes in dummy_pt_objects.py are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3 implementation divergence are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and FA2 long-context performance regression are both long-context/FA2 themed, but one is a correctness failure and the other is a performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information error messaging and CLIP bus error on MacOS 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": 32, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:45245|issue:45563", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:27957|issue:29942", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:46121|issue:46399", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:43994|issue:46369", + "issue:45250|issue:46640", + "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45588|issue:45600", + "issue:43761|issue:45859", + "issue:33290|issue:34567", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "d3aa06e5c9478f83e64bccadfd665fdaf913db05f342d4d2cd569bbd1049facf", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "This cluster is highly heterogeneous: most links are only superficial keyword matches (Flash Attention 2, OOM, tokenizer, model loading, etc.) and do not describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45250 is the broadest Flash Attention 2 umbrella item, so it is the least-specific and most representative anchor in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45250 is the best issue anchor because it is the most generic Flash Attention 2 entry; the rest of the cluster is too mixed to justify a tighter canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: category-limit RuntimeError vs stale generate warning." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different code paths: Sam3PixelDecoder dummy conv vs RT-DETR memory leak." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failure modes; only broad vision-model overlap." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different export/checkpointing issue vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Model-specific FA2 support bug vs generic failing FA2 tests." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model load vs checkpoint key mismatch." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type bug vs AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model logic: DeepSeekV3MoE divergence vs D-FINE auxiliary loss handling." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging vs embedding reinit regression." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning vs gradient checkpointing eval-mode restriction." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is RT-DETR GC behavior and the other sam3-litetext OOM." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: model outputs/pipeline behavior vs model memory cleanup." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is TP load and the other int4 reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different loading/tokenizer bug vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen family issues: FP8 config failure vs weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image label reduction bug vs FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs generic dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: Flash Attention 2 model support vs LayoutLMv3 error messaging." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "ROPE validation TypeError vs missing decorator on rotary embedding registration." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support issue vs DeepSpeed Adafactor OOM." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs with different inputs and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model behavior: nonsensical outputs vs memory overflow." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Too generic to treat as one bug; both mention FA2 but no concrete shared failure mode." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL config attribute error vs Qwen3-MoE sliding-window issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed/optimizer OOM vs model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in optimizer path vs embedding reinitialization bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention runtime crash vs auto_mappings CI breakage." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression vs CPU-offload incompatibility." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in training stack vs TrainerState token-count update bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs quantization offload behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 33, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:34689", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:34689|issue:43611", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:43723|issue:45479", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43931|issue:45216", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:44987|issue:46178", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "7eec967297f3d663090ecf0a2326581fe922820a788173b32f2a1b3b2745e893", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate edges are mostly same-subsystem regressions, but none look like the same concrete bug/change closely enough to merge as duplicates. I would reject all soft edges and keep the issues separate.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue has to anchor the set, issue:43749 is the strongest standalone report: it describes a concrete loading regression, has the most discussion/reference activity, and reads like a well-formed bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a batching crash in `apply_chat_template()` and the other is incorrect video `vision_position_ids`; different failure modes and likely different fixes." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention v5/custom model init, but one is a broad custom-initialization regression and the other is a specific `patchtsmixer` `post_init` rule change." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: flash-attention generation failure versus an embedding/category cardinality error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are processor/feature-extractor issues, but the first is wrong default sampling rate propagation and the second is an unsupported `center` argument crash." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and different code paths: tokenizer loading vs image-classification interpolation behavior." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent cache-state reset and Whisper `batch_decode()` special-token handling are separate bugs in different components." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but the underlying causes are different: Llama 3.2 vision loading breakage versus `base_model_prefix` handling in v5." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A trailing-slash local-path warning is unrelated to cache/recurrent-state behavior." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules[]` access and DeepSeekV3MoE divergence are unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends mismatch for TensorFlow versus a missing import-utils availability helper; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they affect different models and different missing fields." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss sequence-classification bug are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing removed `pipeline()` APIs are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A `post_init` policy change for one model is not the same as the Qwen video-input regression." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "`AddedToken` constructor duplication and `list_repo_files` not forwarding `revision` are unrelated API bugs." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling and Swin2SR over-padding are different image/video preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos-token config inconsistency do not share the same root cause." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a model forward-path output bug, the other is a `ModelOutput` key assignment issue; related conceptually but not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A shape-mismatch load error is not the same as a `save_pretrained()` checkpoint regression." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from `trust_remote_code=True` config loading and `rotary_pct` reverting on reload are distinct config-persistence bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/`torch.jit.script` parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression for a specific repo and TensorFlow-text backend registration failure are not the same issue." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch composite configs, but one is a Gemma3TextConfig API discrepancy and the other is missing `text_config` unwrapping for Qwen multimodal configs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states being `None` and attention-kernel divergence under `torch.compile` are separate regressions." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset script loading and an unrecognized model/config error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 34, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43550|issue:43701", + "issue:44464|issue:46421", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:45632|issue:46424", + "issue:43404|issue:43441", + "issue:44610|issue:46369" + ], + "prepared_review_unit_hash": "5efbd9ac07db277920e981b7a5122e786d920be0e972868bc66f532eff861dfb", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35306, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues spanning loading, generation, caching, training, and model-specific regressions. I did not find any soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No single canonical duplicate stands out because the items are heterogeneous. If one representative is needed, issue #45698 is the closest fit: it is open, fairly active, and describes a broadly applicable save/load custom-module regression.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the most broadly relevant and active issue in the set, with a general from_pretrained/save_pretrained failure that could affect many custom models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different subsystems and symptoms: generation kwargs after sync_gpus vs metric gathering dropping tuple labels." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu's tensor conversion error handling bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel launch failure and tensor-parallel OOM are both parallelism-related, but they are different concrete problems." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2 and a key error loading MobileLLM are different model-loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta is unrelated to a Trainer broadcast TypeError." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape regression is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-utils related, but one is a missing availability helper and the other is a kernels dependency/version-check failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA on Bamba is unrelated to checkpoint resume key mismatches." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation, but one is output inconsistency under compilation while the other is a recompilation/performance issue." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length on DeBERTa-V3 and missing transformers.onnx are unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "v4.57.5 custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks in v5." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom multimodal processor regression and Gemma-3 eos_token_id config mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is not the same as Whisper empty-transcription generation failure after special-token alignment." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging issue with pip extras is unrelated to a config API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation for patchtsmixer is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and sinq quantized save/load breakage are different model-specific problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to GPTNeoX rotary_pct serialization/reload behavior." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF from_pretrained breakage is not the same as a generic missing model_type config error." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu tensor conversion error handling has no relation to importing Trainer failing because of datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a janus model test failure are different model-specific issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "KeyboardInterrupt swallowing in Fuyu is unrelated to Windows/ROCm torch.distributed import problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Local cache path collisions from trust_remote_code are unrelated to max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying bug and Ministral-3 FlashAttention failure are different code-path problems, despite the shared family." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to sam3-litetext memory overflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 35, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43540|issue:44514", + "issue:45127|issue:45200", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:43504|issue:45698", + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "d7e2bbfa64a1fc5dbb62bc1176bd8697cf4eb9146e4041d83125677685dda37b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35275, + "estimated_input_tokens": 8819, + "estimated_eval_tokens": 17894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: it mixes unrelated issues across loading, cache, multimodal processors, flash-attention, configs, and docs. None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45698 is the most active open loading/serialization report in the set, so it is the closest available representative, but the cluster is too heterogeneous for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global anchor only by activity and breadth; semantically it does not unify the rest of the items well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated topics: a vague data-related issue versus a Gemma pipeline roundtrip/tokenization problem." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but one is CLIP vision hidden-state output and the other is Qwen video-input handling; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in a model config is unrelated to tensorflow_text backend mapping errors." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend setup is not the same bug as a missing import_utils feature flag." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video validation versus Qwen2_5_VL batched chat-template padding." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse and defaulting mm_token_type_ids are distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d placeholder is unrelated to CUDA OOM in Sam3Video." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a model-specific unsupported guard and the other is a generic flash-attention issue." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field model preset loading and wrong custom-module loading are different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure and a stale auto_mappings entry are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Test failure versus Qwen3.5 flash-attention generation bug; no shared concrete fix." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states with seq_len>1." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline processor selection and a missing encoder output attribute are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Config attribute absence and sliding_window behavior in Qwen3-MoE are different issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal model." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/reinit and trailing-slash local path import warnings are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are different serialization/config bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation is not the same as Swin2SR image over-padding." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model weight-shape mismatch and an incorrect tied-weights warning are distinct loading/tie-weight issues." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache lookup; different failure modes." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torchscript parsing error and flash_attention s_aux=None AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() and a SigLIP2 model producing bad outputs are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-prefill missing cache and cache lazy-init recompilation are related only at a high level, not the same concrete 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": 36, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:44464|issue:45563", + "issue:43065|issue:44610", + "issue:45127|issue:45357", + "issue:39692|issue:44190", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:43526|issue:46697", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "0542ffbfef9362d73387638e0d5fba4104d8bc5e573323b5f2bf9706562dbc2b", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36657, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not form a broad duplicate set. The only strong duplicate-looking edge is the DeepSeek tokenizer regression pair; the rest are different bugs across unrelated models, configs, or subsystems.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44779 is the better canonical because it is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 reads like a narrower follow-up describing the same underlying problem and referencing a gap in an earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue for the only accepted duplicate pair and has the clearest general title/description for the underlying tokenizer regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different models and failures: CLIPVision hidden_states handling vs MoE load-balancing loss logic." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms and code paths: Sam3Video OOM vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning cleanup is unrelated to Whisper's align_special_tokens failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is a global buffer-init regression; the other is a GPTNeoX config reload defaulting issue." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "No overlap in bug or subsystem: pipeline top_k nesting vs XLM-RoBERTa Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different issues: missing image_utils import vs Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config layer construction and DebertaV2 JIT parse error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-lite text memory overflow are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the image-classification script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config semantics, but they are about different models and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs serve KV-cache continuation indexing bug are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A800 auto device-mapping assert and category-count overflow are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the dataset-loading script issue." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and OmDet-Turbo processor/model size mismatch are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with tied embeddings is unrelated to Qwen3.5 visual encoder save_pretrained keys." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors are unrelated to the local dataset loading bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in GraniteSpeech and auto_mappings reference removal are different root causes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video, but one is wrong vision_position_ids and the other is incorrect video padding calculation." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT reduce_labels bug and Swin2SR over-padding bug are unrelated image-processor issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer output regressions on v5+; 46489 looks like a narrower follow-up of the same underlying tokenizer bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but Sam3Video CUDA OOM and sam3-litetext memory overflow are different models and scenarios." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression and Gemma4 resize_token_embeddings propagation are distinct issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu tensor-conversion exception handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is different from serve KV-cache continuation indexing." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template assistant_mask bug is not the same as Qwen2.5-VL video position_ids corruption." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to the missing import_utils helper." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft pair is issue:44779 vs issue:46489, and the explanation matches their titles (same DeepSeek tokenizer regression, with 46489 framed as a follow-up/gap in a prior fix). The other soft-edge rejections are conservative and stay within what the titles support, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:46082|issue:46121", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44295|issue:46506", + "issue:44016|issue:44220", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43381|issue:45593" + ], + "prepared_review_unit_hash": "508ee6489b154e2795e30a2e591e2dff46f54823109acdac5386a436004d11c2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of superficially similar but distinct issues (imports, configs, model loading, cache behavior, tokenizer bugs). I would reject every soft pair; there is no clear duplicate cluster here. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44964 is the most concrete, user-facing model-loading regression in the set and the best representative if a single issue must anchor this group, even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 has a specific affected model, a reproducible failure, and a clear triage target, making it the most actionable issue among these superficially related tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: import latency vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression vs broken auto_mappings/CI due to removed configs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config-validation bugs: Llama head_dim handling vs rope-parameter type conversion." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model/config.json." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is not the same bug as a Phi-4 multimodal load failure." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support and embedding resize/tie_word_embedding are separate code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package-extras/backend dependency problem is not the same as a generic dependency issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: untied lm_head in Mistral3 vs a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific missing Qwen2_5_VL export vs a broader AutoImageProcessor import failure." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first is just a placeholder title; the second is an audio feature extraction bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two distinct import errors affecting different symbols and modules." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to output-embedding reinitialization." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config initialization/serialization issues with different models and fields." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs max_cache_length only applying to quantized cache are different cache semantics." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error has no relation to _torch_extract_fbank_features." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility failure vs a specific model-loading regression at 5.1.0." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and T5Gemma embedding-resize bug are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch>=2.9 flex_attention failure and a version-check bug for AuxRequest import are not the same issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config loading and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss omission are separate 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": 38, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:45083|issue:46506", + "issue:43901|issue:44496", + "issue:43976|issue:44279", + "issue:43673|issue:44336", + "issue:43441|issue:45588", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:46123|issue:46369", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:42796|issue:43650", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43299|issue:43854", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "855313a130f9d62127667796397ce43824600262a111e0c7f0aea67a4e9ca812", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose grab-bag of Transformers bug reports and regressions, but none of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe: the reports span unrelated models, tokenizer behaviors, pipelines, docs, and environment/version regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella report about recent-version breakage, but it is still not a duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: save/dequantization vs FlashAttention runtime crash on a different model family." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths and symptoms; one is a helper math bug, the other is CPU/CUDA output divergence." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for a pipeline vs model loading failure from an unrecognized config." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Different problem class: Python version compatibility vs a dependency/package issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug and ANSI output formatting are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they target different models and different crash conditions." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs missing text_config unwrapping for multimodal configs; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken argument handling." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failed model test is not the same as cache_length being ignored except for one cache type." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in different modules with different missing symbols." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Separate Qwen regressions: loading failure vs save_pretrained serialization bug." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch bookkeeping bug vs memory overflow in a different model." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch-version incompatibility; not the same root cause." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal chat-template mask bug and long-context FA2 performance regression are different problems." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation error vs kernel registration crash; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency issue and unreleased PEFT minimum version are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation issues for different APIs and models." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Multimodal processor/tokenizer regression vs Deepseek tokenizer regression; same era, different bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args ignored and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch is not the same as a PEFT version bump." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation and stale config.dtype after from_config are distinct issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One import error is a specific symptom; the other is a broad version-upgrade report without confirmed same root cause." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: model loading vs incorrect visual-encoder keys on save." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug has nothing to do with the non-technical 'ADD THE DATA' report." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup bug vs remote_code model breakage; only broad ecosystem overlap." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different multimodal model-loading failures with no concrete shared code path." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss bug is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45276", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue: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", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:46291|issue:46399", + "issue:43723|issue:44162", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "c9ca9fabd9e0feb46c9fc315fb1266466a95fc3c6194db7f37a404de3fcd3ce4", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36130, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, config, model, pipeline, dependency, and performance regressions. None of the soft pairs look like the same underlying bug, so no duplicate merge is justified.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue stands out because the candidate set is not one duplicate cluster; the soft pairs are mostly broad-similarity false positives across different subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping purposes; the artifacts do not share a concrete bug or fix target strongly enough to justify choosing a representative canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different model-config bugs: Phi4 multimodal default subconfig initialization vs Llama4 missing pad_token_id." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch weights, but one is device-dependent serialization and the other is resize_token_embeddings propagation; different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 forward-time device mismatch; unrelated failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration issue vs D-FINE auxiliary-loss logic; no shared underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compile failure vs missing TensorFlow backend dependency; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue vs FP8 inference failure on B200; not the same change or bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights unexpected-argument TypeError; different layers." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a different tokenizer-loading bug from the Mistral regex patch crash." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression vs Kosmos2.5 OCR index error; unrelated model-specific issues." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs D-FINE denoising/aux-loss behavior; no overlap." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling vs Gemma4 processor import dependency; different subsystems and fixes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model save failure vs dequantized-model load/offload failure; related theme but different stages and bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed vs optimizer.step being invoked twice; distinct optimizer/deepspeed issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; unrelated API bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Sam3Lite auto-mapping cleanup vs leftover dummy classes check failure; different maintenance problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm epsilon issue vs torch.split return-value issue in GlmMoeDsaIndexer; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs Chinese report of slow filtering after upgrade; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging bug vs Python version compatibility regression; different environment issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression vs DeepSeek tokenizer regression; different models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing save_pretrained files vs Gemma-4 zero3 from_pretrained; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention regression on a model vs compiled flex_attention failure on torch>=2.9; different attention implementations." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores vs intermittent slow import; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression vs CLIPVision hidden_states regression; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend vs torch/transformers version incompatibility; different dependency problems." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels dependency/version import failure vs Qwen3.5 rotary-pos-emb registration crash; distinct bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression vs ESM2 broken workflow; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Python 3.9/3.10 compatibility problem; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 40, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue: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:42491|issue:43299", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:44295|issue:45397", + "issue:44336|issue:46424", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "094c089fc9cc959fefd1501c94c6b49457ca56613547473c5cd7bb829231b116", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformer issues with only superficial similarity (mostly import/load failures). None of the soft pairs appear to be the same underlying bug or a single mergeable fix.", + "confidence": 0.84, + "canonical_issue_reason": "issue:41628 is the broadest representative of the import-error subset, but the cluster is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most generic and reusable representative among these heterogeneous reports, especially the import-related ones.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: one is a missing Llama config field, the other is a model loading failure for a specific vision model." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated problems: notebook syntax error vs device placement mismatch in Gemma4 forward." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a config attribute error; the other is trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different code paths and symptoms: missing Float8 storage vs Qwen3.5 chat crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision-related errors, but one is a SmolVLM video padding bug and the other is AutoProcessor backend-missing behavior." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI output is unrelated to a docstring mistake for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Both mention imports/versioning, but one is a missing AutoImageProcessor import and the other is a Python-version compatibility issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorBoard/TensorFlow backend initialization bug." + }, + { + "left": "issue:44242", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing loss with router logits is unrelated to unrecognized model loading for an Olmo Hybrid model." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class serialization mismatch is a different issue from gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker file races and stale paged generate warnings are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer backend after language switching is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorators/introspection, but one is auto-docstring annotation handling and the other is Qwen3.5 kernel registration missing a decorator." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Same model family, but one is hf4.x LoRA compatibility and the other is sliding_window loading on v5; not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different training losses: router load-balancing loss vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window logic is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI rendering in loading_report is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered buffer is a different problem from gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI codes and cache max length handling are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different packages and different root causes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification using image processors is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they involve different missing exports (Qwen image processor vs HybridCache) and distinct fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 41, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43475|issue:46369", + "issue:43262|issue:44246", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "b8df5edda52ac48964ecdc75c662af4f8d3328e3c273cff8e99831c6ec75592c", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35662, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft pairs share broad themes like video processors, DeepSpeed, or Qwen models, but not the same concrete bug. I would not merge any of the proposed soft edges. If a single issue must act as the closest anchor, issue 44479 is the best representative of the clearest subgroup (video-input regression across multiple Qwen variants).", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44479 is the clearest canonical-style anchor: it describes a broad, version-specific video-input regression across multiple related model families, with a concrete symptom and scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most suitable representative among these issues because it is the broadest, most explicit regression report and is easiest to use as a duplicate target for nearby video-input reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 deque/index failures; different failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to pytest-xdist race conditions in testing utils." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is serve/KV-cache continuation indexing and the other is cache length semantics for quantized cache; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading vs sys.modules access; no shared code-path bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but they hit different models and different reported causes; too broad to treat as one bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Qwen3_5Moe CPU-offload incompatibility is a different issue from use_kernels registration/decorator failure." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and trust_remote_code breakage from removed helper are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are separate model-specific issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but one is a broad Qwen-family v5.3.0 regression and the other is a SmolVLM padding bug; different underlying code paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config problems, but one is a missing vision config field and the other is from_config text_config unwrapping; distinct bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 vision encoder attribute error and SAM3-litetext memory overflow are not the same failure." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Mixture-of-experts load-balancing loss omission and LwDetrImageLoss AMP crash are different subsystems and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and a Chinese report of slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and BertModel ZeRO3 init index error are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation and Whisper empty-transcription generation failure are different issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech and a missing Qwen3_5MoeVisionConfig field are distinct config bugs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image passing regression is unrelated to output embedding resize propagation." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removed is_torch_fx_available breaks trust_remote_code models; the Qwen3.5 kernel crash is a separate registration issue." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on processor.save_pretrained and unrecognized image processor when backend is absent are different processor issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and tokenizer error masking from protobuf handling are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence do not describe the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 and a generic Flash Attention issue are too broad and not the same concrete defect." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models and Windows ROCm torch.distributed import/type errors are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and PatchTSMixer post_init policy are unrelated model/config 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": 42, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:45412|issue:46123", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45200", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:44368|issue:45563", + "issue:43931|issue:44368", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45584|issue:46170", + "issue:45685|issue:46431", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "2819099ce69046b127248b9693db0a3b0c81c5de03aefb0017e46dd9adaa6633", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37238, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated closed issues spanning tokenizers, generation, model loading, multimodal processors, and backend-specific bugs. I do not see a true duplicate cluster here, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and MaskGenerationPipeline batch-finalization are different bugs in different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning and a flash-attention generation failure are unrelated symptoms and subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer vs model issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer-cache crash on second forward and mm_token_type_ids defaulting are separate model behaviors." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import failure." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video-processing errors are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are not the same underlying problem." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning about tie_word_embeddings does not match the paged generate stale num_return_sequences warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are unrelated failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a Sam3Tracker model-type warning are different SAM3 issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer-cache crashes and flash_attention.py crashing on s_aux=None are separate code-path bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and deepspeed double optimizer stepping are not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and a DeepSeek accuracy regression are different classes of problems." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and Gemma pipeline roundtrip failure are distinct issues." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as the Gemma roundtrip failure." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions rejection and Gemma token roundtrip failure are different API problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention branching under torch.compile and cache lazy initialization causing recompilation are different generation bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure and Windows ROCm import/type errors are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram kernel type error and missing chat template in a processor are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy-layer handling and mask pipeline final-batch handling do not share the same root cause." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a slow-data-filter regression are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained class-metadata mismatch and processor.save_pretrained missing files are different save-path bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsensical outputs and missing vision-backend processor recognition are different multimodal issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage and ESM2 breakage are not the same concrete defect." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A post-upgrade data filtering slowdown and double optimizer stepping under deepspeed are different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus-related generation kwargs updates and chunked_prefill cache absence are separate generation bugs." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "The filtering slowdown report and Qwen3.5 Moe from_pretrained failure do not describe the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite-direction, distinct issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and deepspeed double optimizer stepping are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision output missing fields and AutoConfig trust_remote_code missing fields are different object-shape 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": 43, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46726" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:28282|issue:30990", + "issue:44869|issue:45356", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:44964|issue:45137", + "issue:43986|issue:46726", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:43475|issue:45381", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:42673|issue:43704", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:43232|issue:44792", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "cec5c1da85215f1f5f9e6fb4fe3d7325e81b96a71d7427c5bb8012e212dc4bf5", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives from broad lexical similarity. The only clear duplicate cluster is the Qwen3.5 Moe from_pretrained regression: issue:45375 provides the concrete root cause and the other two reports are repeats of the same load failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45375 is the best canonical issue: it identifies the specific config/strict-loading root cause (missing deepstack_visual_indexes) behind the broader Qwen3.5 Moe from_pretrained failures reported in issue:45310 and issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the most actionable representative of the cluster because it states the concrete bug mechanism, while the related reports are broader duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 Moe from_pretrained regression; 45478 is essentially a re-report of the same failure described more specifically in 45375." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different code paths, not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different symptoms: PyTorch missing ImportError vs sentence-transformers loading hang." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer/decoding behavior, but one is a timestamp decode crash and the other is a Kimi tokenizer regression with codec handling; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Completely different problems: TF32 API settings warning versus InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same underlying Qwen3.5 Moe from_pretrained failure; 45375 appears to pinpoint the root cause that explains the broader error in 45310." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failure modes and code paths: model loading failure versus DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are AutoProcessor/backend-related, but one is about missing torchvision for video models and the other is an unrecognized image processor error; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "One is quantized model saving failure, the other is a Llama4Config attribute error; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different subsystems and failures: Qwen3-VL-Moe from_pretrained issue versus missing processor save_pretrained files." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No meaningful overlap beyond generic bug-report wording; the actual model failures differ." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both mention processors/vision, but one is a SigLIP2 doc example bug and the other is missing vision-backend handling in AutoProcessor; not the same underlying issue." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are vision-model issues, but one is a missing attribute in SAM 3 video output and the other is a qwen2.5-vl position-id bug." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-loading trouble versus continue_final_message behavior for mistral_common tokenizers; related area, different bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different import/runtime failures: NameError during sentence-transformers import versus Qwen3.5 kernel registration error." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention behavior, but one is a post-sync_gpus kwargs update issue and the other is a torch.compile attention-kernel divergence." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related failures: processor missing _tokenizer versus tokenizer roundtrip failure on \u2581." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading problem and pipeline-parallelism output corruption are distinct issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect output under pipeline parallelism versus an infinite loop on a specific image; not the same code-path bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import issues, but they refer to different objects and different regressions." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash versus auto-docstring annotation parsing crash; unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VL import failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title text, but the later issue is not clearly the same underlying bug from the provided summaries alone; do not merge on title similarity only." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different regressions." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "dtype drift between training/eval and a ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen Moe models, but the model families and reported failures differ enough that this is not safely the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure versus Qwen3.5 Moe from_pretrained error; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs handling and a janus image-generation test failure are distinct." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8-related issues: accuracy regression versus save_pretrained failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The Qwen3.5 Moe cluster around 45310/45375/45478 is a reasonable canonical choice, and the false pairs are not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693" + ], + "soft_pairs": [ + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:30333|issue:33290", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:42175|issue:45712", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:46077|issue:46123", + "issue:43377|issue:44242", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:42222|issue:45200", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:45356", + "issue:42898|issue:43295", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44060|issue:45125", + "issue:30333|issue:36331" + ], + "prepared_review_unit_hash": "4ecad5d5ce7b74c1cee8bb80c6d89d716d80090e59cfc4da9b9acf84720ca699", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37327, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate cluster here: the issues span unrelated subsystems and failure modes, so none of the soft edges should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for the cluster; the items are heterogeneous. If one representative is needed, issue:45812 is the strongest standalone bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue: it describes a broad, concrete, user-visible silent regression with clear model scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model preset loading with legacy fields vs a pytest-xdist file race in testing utils." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: backend extras packaging vs a missing import in image_utils." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Both touch tests/CI, but one is an xdist capture-file race and the other is stale auto_mappings config references." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting failure is unrelated to an OOM from Adafactor in DeepSpeed." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition bug vs testing utility race; no shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs a missing import; different causes and fixes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue vs leftover dummy classes leaking into repo checks." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang for sentence-transformers is unrelated to embedding resizing reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs add_special_tokens not adding BOS/EOS tokens; different tokenizer paths." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask semantics for Gemma 4 are unrelated to the partial-batch pipeline result-dropping bug." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs gating of load-balancing loss by output_router_logits." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug vs Whisper word-timestamp decode crash; no overlap." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is distinct from an FA2 long-context performance regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different behaviors and code paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage is unrelated to Gemma 4's mm_token_type_ids defaulting issue." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs special-token insertion regression; different failure surfaces." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V vs legacy remote-code incompatibility in InternVL2; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs Deepseek codec handling." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs missing Qwen2.5-VL class export; different modules and causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing crash is unrelated to the auto_docstring annotations bug." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting after training failure." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting problem vs model loading regression for Llama 3.2 Vision; no shared code path." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup behavior change is not the same as Kimi-K2.5 codec regression and warning mismatch." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Generic tokenizer cleanup change vs custom code breaking on processor.tokenizer/image handling; different regressions." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script returning empty multi-label results is unrelated to loading a local dataset in the no-trainer image classification script." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump issue is unrelated to dummy class cleanup and repo-check failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is a different tensor-sharing bug than missing tensor-parallel plan metadata." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failure is unrelated to the CustomTrainer compute_loss signature mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 45, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46665", + "issue:46710" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44734|issue:46421", + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "bbe042f977e697ed2e0bb117de4b0b4a932f146bc2fb1bdb2b425e3257745623", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated import errors, tokenizer regressions, config/initialization bugs, FP8 issues, generation bugs, and docs nits. All soft-pair proposals are false positives and should be kept separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43122 is the broadest regression report in the set and the best representative of the small tokenizer/version-behavior subset; there is no stronger single canonical issue because the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most general user-facing issue here and the closest thing to an anchor among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registered-buffer read error vs. deepspeed optimizer being stepped twice; unrelated bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting on failed training jobs vs. embedding reinitialization after resize; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing `transformers.onnx` module vs. missing PyTorch for `AutoModel`; both import-related but not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent `image_utils` import vs. leftover dummy classes leaking into `dir(transformers)`; different issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Ignored SGD optimizer arguments vs. a docstring naming mismatch; code bug vs. documentation bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained` issue in MoE models vs. tokenizer class metadata mismatch; unrelated save/load problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output differs between v4 and v5 vs. `AttentionInterface.register` changing function behavior; not the same defect." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs. missing files from `processor.save_pretrained`; different functionality." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling vs. `AutoTokenizer.from_pretrained` loading failure; both tokenizer-related but distinct bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch vs. optimizer step being called twice; no meaningful overlap." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization vs. non-persistent buffers being filled with junk; different initialization bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error vs. attention registry behavior change; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE serialization bug vs. processor serialization missing files; both mention save/load, but not the same problem." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Config defaults when passed `None` vs. inconsistent `from_pretrained` behavior inside Python classes; separate causes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing `AutoImageProcessor` import vs. missing `is_offline_mode` import; different symbols and failures." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "`PretrainedConfig` type checking regression vs. `LlamaConfig` head_dim validation; different config issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for `position_ids` vs. GLM-5 RoPE implementation bug; documentation vs. model math." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Behavior change in registered attention functions vs. accuracy regression after upgrade; not the same code-path bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 MoE `from_pretrained` error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "`AutoTokenizer.from_pretrained` issue vs. flash-attention generation bug in Qwen3.5; different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "`torch.split` return-value handling in one indexer vs. InternVL2 remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save bug vs. `max_shard_size` default question; unrelated save_pretrained topics." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script vs. `LlamaConfig` head_dim validation; completely different." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwarg update after `sync_gpus` vs. cache length handling for quantized cache; different cache/generation behaviors." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-argument crash vs. auto-docstring crash under future annotations; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changed across versions vs. FP8 inference failing on B200; unrelated regression types." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs. RoPE implementation discussion; not the same artifact." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 vs. missing chat template error; distinct model/runtime issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "`torch.split` return handling vs. missing ReLU in the DSA indexer; same broad area but different concrete defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 46, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44945", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655" + ], + "soft_pairs": [ + "issue:46305|issue:46655", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44295|issue:44623", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "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:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42371|issue:44263", + "issue:42907|issue:44945" + ], + "prepared_review_unit_hash": "814962ce0a753e7e195fcb30024fffad99c388c30dbae920628c97c2017ff1bf", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36758, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and noisy: it mixes unrelated tokenizer, import, generation, quantization, model-init, and processor bugs. None of the soft-similarity pairs are convincing duplicates of the same concrete code-path issue.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video-related masking/padding, but one is a MoonshineStreaming sliding-window off-by-one and the other is a SmolVLM video processor padding bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "One is a loading hang for Sentence Transformers and the other is zero probabilities in a SigLIP2 model; different symptoms and likely different code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch model save/load compatibility, but they describe different failures in different models: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "A position_ids buffer read error and missing files from processor.save_pretrained are separate serialization problems, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is unrelated to a sliding-window attention mask off-by-one." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config issue, not the same as the InternVL meta-initialization compatibility bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are video/vision-adjacent, but one is a Qwen2.5-VL position_ids regression and the other is a MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model persistence, but one is about failing to save dequantized Ministral/Devstral models and the other is a sinq save_pretrained/from_pretrained breakage." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a SequenceFeatureExtractor.pad performance regression are not the same underlying bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are both training problems, but they are not the same failure mode or code path." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing transformers.onnx module and an XLMRoberta Flash Attention 2 issue are completely different problems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "The chat/completions request rejection and the Gemma4Processor _tokenizer crash affect different serving paths." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export breakages." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe import/use failure are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3_video vs sam3_tracker warning and missing Sam3Model text encoder weights are separate model-loading issues." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and tokenizer adds an extra space after an added token do not describe the same defect." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and a Qwen3_5 infinite loop on a specific image are unrelated failures." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but one is wrong offset_mapping for Qwen3 and the other is add_special_tokens failing to add BOS/EOS for mdeberta-v3-base." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The is_offline_mode import error may be one symptom class, but 'many import errors after update' is broader and not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are distinct tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation state handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel branching bug and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve sam3 models, but a model-type warning and memory overflow in sam3-litetext are different issues." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and a wrong position_ids docstring are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads upon checkout+init are both init-related, but not the same code-path bug." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "A Ministral tokenizer BPE-marker bug and a cross-version tokenization difference report are related only at a very high level." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and torch.split behavior in GlmMoeDsaIndexer 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": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326", + "issue:46614" + ], + "soft_pairs": [ + "issue:30990|issue:33357", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44295|issue:44297", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "e0fd92454c9afd1f975ffb70eb0ede29dbad4ac08782f9e7479030316fbfd585", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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": "The soft pairs are mostly broad-similarity false positives across unrelated bugs, models, or APIs. None of the candidates looks like the same underlying change with enough specificity to merge.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous. If forced to pick a representative, issue:44038 is the most concrete model-specific regression, but it is not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44038 is the most self-contained, specific bug report in the set (clear model/version scope), but the overall cluster is too mixed for a strong global best.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different model/platform failures; only vague loading symptoms overlap." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Same broad transformer area, but different models and defects (RoPE layers vs weight tying)." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command vs sentence-transformers import NameError; unrelated code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failure modes (offset mapping vs model load)." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python/version compatibility issue vs pipeline-parallel output bug; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Save/dequantize bug vs model-load bug; different paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Broad import-error theme only; one missing symbol, one many import failures." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs SAM3 CI mapping reference; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save/pretrained serialization, but one is buffer access, the other tokenizer config metadata." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/export bug vs generation config validation bug; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch from_pretrained plumbing, but tokenizer mapping None vs processor cached_file kwargs are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Configuration propagation vs flash-attention training degeneration; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely different model discussions." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping vs multimodal chat masking; different issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Different APIs: AutoProcessor kwargs passthrough vs chat template tool-call crash." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 family, but config-type warning and missing output attribute are distinct bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer regression vs continue_final_message behavior; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization regression vs multimodal assistant masks; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different load/save mechanisms (gguf load vs dequantized save)." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different submodules: ONNX import vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug vs tokenizer config save mismatch; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script classification bug vs mm_token_type_ids handling; different features." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer families and bugs; only both are tokenizer-related." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained checkpoint issue vs from_pretrained error; related family but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is Qwen3-VL load and the other FP8 save_pretrained." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Tokenizer/model load bug vs position_ids buffer access bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but different models and symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script classification issue." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different libraries." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype mismatch vs pipeline-parallel output bug; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure vs LayoutLMv3 error-message clarity; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 48, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:43066|issue:46710", + "issue:43827|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796" + ], + "prepared_review_unit_hash": "1c45d5eeb2076f0fba5156933fab72880a21a72b855222bf8948feb8c2175d77", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35185, + "estimated_input_tokens": 8797, + "estimated_eval_tokens": 17850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose cluster of Transformers v5 regressions and model-specific bugs rather than true duplicates. The soft links are title-level similarities, not the same concrete issue. No PRs were provided. The broadest umbrella issue is 45278, but the cluster is heterogeneous.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report for post-v5 import/load regressions and can serve as the closest canonical issue, though it is still too generic to subsume the rest cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable single issue for triage because it covers a broad class of v5 breakages and is more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: backend dependency mismatch for pip extra vs Python 3.14 import/load breakage." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated model bugs: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different areas: attention-kernel divergence under torch.compile vs a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation error is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific missing symbol and the other is a broad post-upgrade import-error roundup." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer/language-path bugs: v5 tokenization cleanup behavior vs stale phonemizer backend state." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is a wrong decoder type in v5 and the other is Deepseek tokenization output corruption." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation mismatch." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue is distinct from an incorrect torch version check in flex_attention." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Related to Qwen3.5/Moe, but these describe different from_pretrained failures and are not the same code-path bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel CI." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is separate from NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning is unrelated to a missing image-patch-count method in GLM46VImageProcessorFast." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe, but one is save_pretrained key regression and the other is from_pretrained load error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior is unrelated to the flex_attention version-check bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output bug is unrelated to a pipeline() error message about translation support." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD arguments not being used is not the same as trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failures are different model-specific issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight loading is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is a generic flash-attention issue with no shared concrete code path." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a flex_attention version check are different changes, not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer optimizer-state bug under v5/FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are different generation issues." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to a tokenizer BPE-marker handling bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 49, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46617", + "issue:46655" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:45071|issue:46614", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42222|issue:46178", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:46617", + "issue:43937|issue:44496" + ], + "prepared_review_unit_hash": "f898e275d89eb0f25c1a45b95cd7af6cd42e05e987ad13057088bcc9a4df9e91", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36708, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change, and there are no PRs to compare.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43122 is the broadest and clearest version-regression report in the set: it describes tokenizer behavior changing across releases with a reproducible before/after comparison, so it is the best umbrella candidate among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest standalone duplicate target because it is a general tokenizer regression claim rather than a model-specific one, making it the most plausible anchor for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is about loading regressions while the other is about offset_mapping correctness for Qwen3; different failure modes and code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but they concern different models and different bugs: GPT-2 scaling config vs Gemma4 bidirectional mask construction." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer/processor bugs, but one is a Kimi tokenizer codec regression and the other is a Wav2Vec2 phonemizer backend state bug; not the same underlying issue." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in multithreaded generation is unrelated to incorrect video padding in a processor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and padding performance in SequenceFeatureExtractor are different subsystems and different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected constructor argument with init_empty_weights is a loading/API incompatibility, while the other is a PreTrainedConfig type-checking regression." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump issue is not the same as a PyTorch version-check bug in flex_attention." + }, + { + "left": "issue:45071", + "right": "issue:46614", + "accept": false, + "reason": "PreTrainedConfig type checking and stale phonemizer language state are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "A tokenizer mapping returning None is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights depending on device is a save/load issue; NaNs in classification heads during checkout/init is a separate numerical bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5-family models, but one is missing projections in a layer definition and the other is a from_pretrained loading error; not the same concrete defect." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness regressions, but they are model-specific and the descriptions do not indicate the same tokenizer or the same root cause." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and flash-attention generation issues are different bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in PreTrainedConfig is unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The shared testing_utils area is too broad; one is an unspecified small bug and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing utils and SequenceFeatureExtractor padding are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor output shape and a torchvision-missing crash in AutoProcessor are different video-processing failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as incorrect checkpoint serialization in save_pretrained." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping assumptions and the fix_mistral_regex backend_tokenizer crash are separate tokenizer-loading issues with different failure points." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution problem is not the same as a testing_utils bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs noisy logging message; no shared underlying bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and a padding performance issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning is unrelated to a key error when loading a different model." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and an unsupported backend mapping error are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and a missing rms_norm_eps precision bug are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "A strict config loading failure is not the same as a documentation parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Default shard size behavior in save_pretrained and a Qwen3.5 from_pretrained error do not share a concrete bug path." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings documentation/runtime behavior is unrelated to cache loading failures for trust_remote_code models." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid GenerationConfig and an unrecognized-model config.json error are different loading/validation 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": 50, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "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:45278", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46209", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42175|issue:42222", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:45440|issue:46172" + ], + "prepared_review_unit_hash": "0a5c128d215018c56333c8c58042599606671a49770234c5e3c7b7cc1ab22b18", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates under a strict same-bug/same-code-path standard, so all candidate merges are rejected. The set is mostly a mix of model-specific regressions, unrelated import/dependency issues, and different tokenizer or generation bugs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44117 is the clearest actionable issue: it names a concrete failure mode in from_pretrained, points to a likely single code-path assumption, and is broadly useful for fixing tokenizer loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44117 is the strongest representative issue because it is specific, reproducible, and likely to lead to a targeted fix rather than a broad or ambiguous cleanup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: tokenizer offset_mapping vs FP8 inference on B200; unrelated layers of the stack." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both Qwen3-family, but one is missing layer projections and the other is a from_pretrained error; different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One missing image_utils export, the other broad import regressions; no evidence they are the same symbol breakage." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils vs audio feature extraction issue; unrelated failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer hyperparameter handling vs double-step with DeepSpeed; different trainer/optimizer bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics vs GLM-5 RoPE implementation; distinct components." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings flag vs unexpected position_id keys; unrelated regressions." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch vs tokenization output drift; too broad to be the same concrete defect." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage vs missing TensorFlow backend dependency; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill bug vs testing_utils issue; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor export vs PreTrainedConfig type checking; different failures." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend dependency packaging vs VitPose model loading; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch count helper vs RMS norm epsilon config; different multimodal submodules." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs TensorFlow backend installation issue; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3Next missing projections; different model architectures and defects." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions rejection vs Qwen3.5 streaming failure; different endpoint behaviors and likely different fixes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU omission vs DeepSeek-V4 transpose/cast issue; different code paths." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer split outputs vs DeepSeek-V4 dtype/transpose bug; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both dtype-related, but compile-time warning vs model-loading cast bug; not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support on different models; separate model-specific enablement issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL family failures with different symptoms and loaders; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention on Ministral-3 vs FA3 degenerate training in sequence classification; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tying removal vs gguf_file loading breakage; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug vs testing_utils issue; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-model/torchvision crash vs testing utility bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Image_utils export issue vs training doc parameter typo; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image processor helper missing vs DSA indexer split issue; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-5-ish, but layernorm eps config vs RoPE implementation; separate bugs." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 image infinite loop vs sam3-litetext memory overflow; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Generic from_pretrained/tokenizer mapping bug vs specific model load failure; not the same concrete path." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils typo; unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3MoE divergence vs DeepSeek-V4 dtype/transpose issue; different models and defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710" + ], + "soft_pairs": [ + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43208|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "7266618240254368e3a2a7ccc94e4705228fe95dece5889312063cbb7aae4edd", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36348, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are overwhelmingly false positives: they share broad Transformers themes but describe different bugs, different code paths, or unrelated regressions. No duplicate merge is justified from the evidence provided.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the strongest standalone bug report here: it has a concrete, reproducible symptom (network calls despite local_files_only=True) and a clear impact surface, making it the best representative issue if one must be picked.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different failures: chunked_prefill cache initialization vs final partial-batch handling in MaskGenerationPipeline." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated problems: removed tie_embeddings API vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules and likely different dependency breakages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different loading paths and causes: missing torchvision for AutoProcessor video loading vs mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs: optimizer state corruption under FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config defects: missing projections in qwen3next vs a config field dropped by @strict." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load concerns: removed encoder-decoder tie flag vs quantized model broken after save_pretrained/from_pretrained." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-family issues with no shared concrete code-path or symptom." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both touch SmolVLM video processing, but one is padding math and the other is num_frames semantics; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Different areas: AutoProcessor video loading crash vs save_pretrained shard-size default behavior." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for different exported names and unrelated modules." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "One is a specific DeepSeek-V4 tensor operation bug; the other is a broader accuracy regression after upgrading Transformers." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config flag vs quantization/offloading behavior; not the same underlying issue." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor TypeError and TOKENIZER_MAPPING_NAMES returning None are distinct bugs." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated: tokenizer mapping assumption vs DiffusionGemma pipeline failure." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate after train and importing Trainer being blocked by datasets are different problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different from_pretrained issues: unwanted network access vs missing embed_tokens.weight." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug is unrelated to auto_docstring crashing under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored is distinct from chunked-prefill cache recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and unsupported tensorflow_text backend are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different subsystems: video-model loading dependency issue vs tokenizer mapping None handling." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error messaging and saving Pipeline objects are unrelated issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is unrelated to Pipeline.save_pretrained failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific bugs: dequantized save failure vs Qwen3_5 image-induced infinite loop." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a model failure under torch.compile with SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: PyTorch float32 precision warning vs tie_word_embeddings config warning." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight load in from_pretrained is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue 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": 52, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45600", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44077|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:45600|issue:46298", + "issue:43618|issue:44380", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44483|issue:46369" + ], + "prepared_review_unit_hash": "d864858c6882eede911ffa533a80cec9cacd22d2ece46bdb627937378bdfc038", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36906, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports, with one plausible duplicate pair around a CLIP v5 output regression. The other soft links look like false positives across different models, APIs, and subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43761 is the clearest representative of the only convincing duplicate pair: a CLIP v5 regression where optional outputs are no longer populated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the best representative in this cluster because it is the most concrete ticket in the only likely duplicate pair; the rest are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: a FlashAttention support issue for Nemotron vs a Python-version compatibility/import issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is model support and the other is GPT2 attention scaling being ignored; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: removed config API in v5 vs a noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model/code paths: ESM2 training breakage vs a DeepSeek v4 tensor operation bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation bug vs an import-path issue for Trainer; no shared underlying failure." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both involve attention, but one is a config/backend regression and the other is an API registration behavior change." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both touch MoE/FP8, but one is save_pretrained and the other is from_pretrained loading; different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "AttributeError in Gemma3Config vs an Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling/backend regression is unrelated to the single-label classification zero-loss bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and a Trainer import conflict are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Both are warning-related, but one is local-path import warnings and the other is a bfloat16 precision warning." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs attention scaling being ignored are not the same failure." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning during compilation vs compiled flex_attention failure on newer torch; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessor label reduction are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings CI vs noisy logging; not the same underlying problem." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression vs GPT2 attention scaling/config issue; same broad area, different bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and a batched processor crash are different failures." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both describe the same CLIP v5 regression where optional outputs are no longer populated; one manifests as missing attentions, the other as missing hidden states." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading bug for Qwen3-VL-Moe, the other is fp8 support/inference work; not the same change." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Layer-type import regression and local_files_only network requests are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation problems." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Two separate model-loading regressions with different symptoms and causes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline save_pretrained are different save-path bugs." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 label propagation and Trainer import failure are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model families and different missing attributes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different libraries." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix load regression and Pipeline.save_pretrained failure are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat API request parsing and SAM3 LiteText memory overflow are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The CLIP pair (issue:43618 / issue:43761) is a plausible duplicate match based on the titles and shared regression theme, and the rest of the soft edges are reasonably rejected as unrelated. No overstatement beyond the evidence shown." + }, + "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": 53, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46664" + ], + "soft_pairs": [ + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:41669|issue:44246", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062" + ], + "prepared_review_unit_hash": "be6facda0a5f54a73e6e21ffd0b22e7d46065604b7b324a791e7364219a0dae3", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are thematically related but not the same underlying bug. The only strong duplicate-like match is the import-time slowdown pair (41669/44246); the rest span distinct models, configs, Python-version issues, and training/loading regressions.", + "confidence": 0.68, + "canonical_issue_reason": "issue:41669 is the most concrete diagnosis of the import slowdown, identifying the likely cause ('import *' usage in models) and giving a specific actionable fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue overall: it is specific, diagnostic, and likely serves as the most useful duplicate target for the broader 'import transformers takes long' complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores and saving Pipeline objects are different problems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config bugs: missing vocab_size vs patchtsmixer post_init handling." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving, but one is state_dict ordering failure and the other is incorrect saved checkpoint contents for Qwen3.5." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version incompatibilities, but they affect different versions and report different failures." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Num_labels propagation and bidirectional-attention mask construction are unrelated bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Llama/Gemma configuration behaviors: causal mask generation vs head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-attribute regressions on different configs/models." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading bugs affecting different architectures and failure modes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-grad decoration for cache updates is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD arguments being ignored is unrelated to Trainer import failing unless datasets is uninstalled." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-Python-file errors and a torch.jit.script parsing/IndentationError are different import-time problems." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are distinct issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting load failure is unrelated to a missing config field being dropped by strict handling." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Loading failure from sorted state_dict and Gemma pipeline roundtrip on \u2581 are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A config attribute error and a Trainer FSDP/PEFT optimizer-state bug are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky tests and an xdist race on captured_info.txt are not the same failure." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown; 41669 identifies the likely root cause ('import *' in models) behind the generic 'import transformers takes long' complaint." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no-grad issue 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 TP load OOM on Qwen2-57B are related in topic only, not the same concrete defect." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting load error and incorrect visual-encoder keys on save_pretrained are different save/load bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python-version import compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and patchtsmixer post_init restrictions are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 missing weight and Qwen3.5 MoE from_pretrained error are different model-loading failures." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions and CLIP text-model structural inconsistency are different CLIP regressions." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation choice and DeepseekV3MoE divergence are different subsystems and bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed flakiness in SAM HQ tests is unrelated to Qwen multimodal TP OOM." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Lack of set_seed in tests and a stale device-override CI failure are not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness and auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and SmolVLM num_frames semantics are different regressions." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and consistent with the packet. The only accepted soft pair, issue:41669 / issue:44246, is a plausible duplicate-like match from the titles alone, and the remaining verdicts are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "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:44734", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43874|issue:46617", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:38617|issue:43576", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43526", + "issue:43475|issue:46617" + ], + "prepared_review_unit_hash": "22b05ad71cf180232d27df72f94162799553673ac65b951333883cc480df10b6", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39455, + "estimated_input_tokens": 9864, + "estimated_eval_tokens": 19984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains several v5 regression/loading reports and many unrelated subsystem issues. I would center the cluster on the broad checkpoint reload regression, but none of the soft-edge pairs are strong enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the most broadly representative regression report here: upgrading from v4.57 to v5.2/v5.3 breaks checkpoint reload across models, which fits the general v5 breakage theme better than the narrower or more specialized issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the strongest single issue in the set because it describes a clear, user-facing upgrade regression with broad impact and good potential to anchor related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions, but one is tokenizer loading and the other is checkpoint/model reload after version upgrade; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/fp8-related problems, but one is save_pretrained for FP8 and the other is tensor-parallel plan support; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serving is unrelated to FileNotFoundError when loading trust_remote_code models from cache." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Image-patch counting in a GLM46V image processor is a different failure than cache-based trust_remote_code loading." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization memory/OOM behavior; the other is checkpoint reload failure after upgrading versions." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class is not the same as failing to load a trust_remote_code model from cache." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Decorating cache/layer update methods with no_grad is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only causing network access is unrelated to GLM-5 RoPE implementation details." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command and AttentionInterface.register behavior change are different features with different fixes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but tensor-parallel plan missing is not clearly the same as a from_pretrained loading error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower data filtering after upgrade are different symptoms in different code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "One is tensor-parallel support for Qwen3_5Moe; the other is a missing config field silently dropped by strict parsing." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are vision/video processor issues, but one is num_frames semantics and the other is backend detection/processor recognition." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention update-style generation code, but cache update no_grad decoration and sync_gpus kwargs handling are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading getting stuck and documentation confusion in model.forward are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network requests despite local_files_only has nothing to do with the placeholder 'racoon' issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained behavior are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() after removal is unrelated to the placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure and tensor-parallel training bug are different concerns." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but they affect different model families and are not clearly the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 vision model-loading breakage are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and saving Pipeline objects are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "XLMRoberta flash-attention support and tokenizer loading regression are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the transformers env command." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking regression are different failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel not applied with model_init and DSA indexer missing ReLU are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion around forward arguments and a missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Cannot import HybridCache and FileNotFoundError loading from cache are different failures." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and broken env command are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs propagation in RoFormer methods and lack of attention-interface usage are related only at a broad subsystem level, not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE-related, but save_pretrained support and inference support are different changes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video missing attribute error and trust_remote_code cache loading FileNotFoundError are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 55, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue: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:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44360|issue:46664", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45278|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908" + ], + "prepared_review_unit_hash": "64fc9c70fab4274b8a4121e7f8423a06e6e65a9ee71875063007468fe1893e90", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38992, + "estimated_input_tokens": 9748, + "estimated_eval_tokens": 19752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: a few items are import/lazy-loading/API-regression themed, but most are unrelated model-specific, docs, or config bugs. I would not collapse the soft pairs into duplicates except possibly the lazy-loading/import-slowdown pair, but I\u2019m keeping the triage strict here.", + "confidence": 0.62, + "canonical_issue_reason": "If a single issue must be chosen, issue 44273 is the closest root-cause-style candidate because it describes a core lazy-loading regression that could explain some import/import-time complaints. That said, the cluster is still too mixed to treat it as a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44273 is the most reusable umbrella issue among the set, but it is still not a great canonical because many other items are model-specific breakages or unrelated bugs. It\u2019s the least-bad anchor, not a true duplicate center.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols with no evidence of the same root cause." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different subsystems and failure modes: Liger/model_init vs FP8/B200 inference." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated models and bugs: RoPE implementation vs video frame-count semantics." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific chat crash, the other is a broad complaint about many models; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing runtime bug vs a typo in cache strategy wording; not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import performance is unrelated to the TensorFlow/tensorboard backend error." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Completely different topics: DSA indexer activation vs video processor frame handling." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a concrete processor.save_pretrained file bug; the other is too generic to match it." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3/Moe, but they are different problems: general v5 compatibility vs missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/import slowdown is not the same as unsafe sys.modules access, even if they may interact." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision bounding-box output bug 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 and the other is an infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup affecting import cost is not the same as a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload compatibility are separate failures." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing config attribute is a specific model bug, not the same as a broad 'v5 breaks many models' complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern old checkpoints under v5, but one is generic reload compatibility and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad-token config regression is not the same as a generic breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is broader than the generic 'many models break' report and not the same defect." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to model breakage after v5." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance cleanup is not the same as a specific module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker warning is unrelated to Liger application in model_init." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and DeepSeek weight conversion are different requests." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "These both point at import/lazy-loading pain, but one is vague performance and the other is a specific lazy-loading bug; too little evidence to merge." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and config type-checking regression are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer handling is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a concrete bug; the other issue is too generic to align." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is import-time performance and the other is a missing top-level export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup and a testing_utils bug do not describe the same problem." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility regression is not the same as a generic statement that v5 breaks many models." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different symptoms: bbox output vs from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility is unrelated to a missing Qwen3_5 module import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights-key AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs propagation 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": 56, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:28348", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue: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:46018|issue:46172", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:30333|issue:31515" + ], + "prepared_review_unit_hash": "34452a9d2a7220c0f24e56d1966891719b8c9119a3dfeb2ee7611a3407d161a2", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39116, + "estimated_input_tokens": 9779, + "estimated_eval_tokens": 19814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, loading, processor, scheduler, import, and model-support issues. None of the soft pairs look like the same underlying bug/change, so no duplicate merge candidate stands out.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue; the set is not a coherent duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents the cluster because the items cover many unrelated problems and feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Different symptoms and scopes: documentation confusion in forward args vs a tokenizer-loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Unrelated areas: broken env command vs lazy loading behavior." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: model_init/Liger Kernel application vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU issue and Gemma4Audio positional encoding bug are distinct model components." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they affect different models and different calculations (timestamps vs video padding)." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys list handling are different serialization/weight-key bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs module import failure for Qwen3_5ForCausalLM are separate issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "The first is too generic; the second is a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and a VRAM leak are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc ambiguity is not the same as a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a transpose/dtype bug are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is not the same as confusing forward documentation." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and GLM-5 RoPE math are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional encoding, but they are different models and distinct implementation bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and processor timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and a VRAM leak are different concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 'v5 breaks models' complaint is not the same as a specific Qwen import failure." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage are unrelated bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma4Audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in DSA indexing is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision and audio positional encoding are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a weight-conversion-script question are not the same change." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different missing symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and Qwen import errors are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a broad v4-to-v5 difference and the other is a specific decoder-type bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel FA2 support request vs a vague Flash Attention 2.0 issue; too broad to treat as the same bug/change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder title do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder title are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder title." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder title is not the same as a broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id and tied-weight-key list handling are different attribute/serialization bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to _get_tied_weight_keys crashing." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and likely different implementation work." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor.save_pretrained file emission are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs and slow checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 57, + "review_unit_count": 57, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-479", + "nodes": [ + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:31515|issue:33453", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "354387378ae0052f874cd6f0d530db48bfff7ec941db628bf2d1f4f75c0eea04", + "component_budget": { + "node_count": 479, + "item_count": 479, + "soft_pair_count": 1762, + "serialized_chars": 913668, + "estimated_input_tokens": 228417, + "estimated_eval_tokens": 457090 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13075, + "estimated_input_tokens": 3269, + "estimated_eval_tokens": 6794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly heterogeneous false-positive matches. A few are loosely loading/model-related, but none of the soft pairs appear to describe the same underlying bug or fixable change, so no soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the most concrete and actionable report: it names a specific regression, version range, and model family, making it the best representative of the small loading-related subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest overall issue candidate because it is specific, reproducible, and easier to anchor than the more generic or orthogonal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training are different failure modes in different code paths." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but one is slow from_pretrained checkpoint loading while the other is a tokenizer-loading regression." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Same model family appears, but one is fp8 inference support and the other is a from_pretrained error regression; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 Qwen support are unrelated features/issues." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba/Mamba-2 init_weights behavior and RoFormer attention-interface usage are unrelated model implementation problems." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue is unrelated to tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both touch loss-related code, but one is an unused ignore_value and the other is kwargs not forwarded to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention-interface usage affect different components and code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss masking and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling is not the same bug as RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value and a typo in quantization-operation naming are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and ModernBERTConfig type-hint correctness are different concerns." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config annotation bug is unrelated to a typo in a quantization symbol path." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm semantics and ModernBERT norm_eps typing are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss behavior and ModernBERT config typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "b536a998d6c9a688ad543a80241b9cbd960a6b6c6c1e53d468266611e01cfce2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are about unrelated topics: token truncation behavior, learning-rate scheduler functionality, and Wav2Vec2 word time offsets. They do not form a duplicate cluster.", + "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 domains and requests: tokenizer truncation configuration vs speech model time offsets. No shared bug or fix path." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduler functionality are unrelated features." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A scheduler feature request and Wav2Vec2 word boundary timing are clearly unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "1e9372e1fb645ee64fcca0822d10299badf59569cb69c9afd9668ea4383b93b4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like the same bug. One is a tokenization discrepancy, one is a specific auth/error-message problem when downloading private models, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, with a direct model-loading failure title and the most discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best cluster representative because it is the only issue about an actual model load failure; the other two describe unrelated tokenization and login/error-message concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization output mismatch versus a model-loading failure are different problem classes and do not indicate the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a private-model download/login error message, while #16618 is a separate generic failure to load bert-base-uncased; the concrete failure modes differ." + } + ] + }, + "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": "217cf50320d2e583e28d14f1f4301e35b504e9015e8333bdce6495a5a62c4f5c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request issues about adding support for different model/runtime architectures. They share a similar \u201ccommunity contribution\u201d framing, but the underlying changes are unrelated, so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are broad support-request issues, but one asks for Flash Attention 2 support and the other for GGUF support. They target different code paths and different changes, so they are 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": "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": "1bbf05884dab2f571f2b38b6e1f25a8b67aac1f087230263e5f2f5598c409679", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13511, + "estimated_input_tokens": 3378, + "estimated_eval_tokens": 7012 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13511, + "estimated_input_tokens": 3378, + "estimated_eval_tokens": 7012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly templated i18n translation requests, so many soft similarities are not real duplicates. I\u2019d only merge the exact/near-exact placeholder subgroup and the identical Thai pair; the concrete language-specific requests are distinct issues.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43834 is the cleanest representative of the generic placeholder-based translation request subgroup: it has the exact template title and sits in the middle of the near-identical placeholder issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Among the issues here, issue:43834 is the best global representative because it is the most central duplicate candidate in the placeholder cluster and has the strongest linkage to the near-identical template issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete translation requests; one is Turkish and the other is a generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different concrete translation requests; Turkish vs a generic template entry." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request does not look like the same issue as the generic placeholder translation template." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; Turkish and Romanian are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages; Turkish and Spanish are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic template issue; not the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request vs generic template issue; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; Spanish and Romanian are separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request vs generic template issue; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic template issue; different underlying requests." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs generic template issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request does not match the generic placeholder translation template." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language and title content; Romanian request is separate from the Thai issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language and title content; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation-request title and near-identical body; looks like a duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic title and nearly identical body text; likely the same template issue opened twice." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs a concrete Thai-language title; not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs a concrete Thai-language title; too different to merge." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue with very similar bodies." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue and a Thai-specific issue are not the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue and a Thai-specific issue are not the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai-specific title; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai-specific title; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are essentially identical Thai-title issues with matching body structure, so they look like the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering and soft-edge calls are grounded in the packet: the analyst limits merges to the clearly near-identical placeholder subgroup and the identical Thai pair, while keeping the language-specific translation requests separate. The representative/canonical choice is reasonably supported by the high overlap among the placeholder issues, and the verdicts stay conservative rather than over-claiming duplicate status for the concrete-language requests." + }, + "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": "2bdf1fe084442dbb30c400bfab00aa7fded1ba7dfa0dba80b4b378b0cb032b19", + "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 thematically similar but not duplicate: it groups many distinct model-add/support requests across different model families, tasks, and modalities. No soft pair looks like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate stands out; the items are distinct requests. If a hub is needed, issue 43671 is the most central, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best representative of the loose cluster because it has the broadest overlap and highest apparent centrality, though it is still not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2: different model families and unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS: different model and different task." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR: unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2: different detection models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio: different domains and model types." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detection model request vs sparse transformer request: unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs ASR support: different model tasks and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs TTS support: different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs ASR support: different model and modality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs sparse transformer request: not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs audio model support: unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vs NeoBERT: different model additions entirely." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT: distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs ASR support: different model and task." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse transformer request: unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT: different model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS support: different model families and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS: unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs ASR support: different model and modality." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs TTS support: unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Specific ModernVBERT request vs generic RoPE note: not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE issue vs Voxtral TTS support: different scope." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Architecture note vs unrelated issue titled with a person name; no overlap." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR: related theme but different submodels and changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS: different model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs DeepSeek-OCR2: different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support vs sparse transformer request: unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio: different models, not one duplicate." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support vs audio model request: different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE: different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs sparse transformer request: unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS: different tasks and models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs DeepSeek-OCR2: unrelated modalities." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText: different model domains." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option: different model families and change types." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE: unrelated model changes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS support: different model families and tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2: distinct vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT vs unrelated issue; no shared underlying bug or feature." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs unrelated issue; not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "077804748ce75550a60ac7b49fbac40ba22c408aab8656b4bd75341f0114380c", + "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 unrelated: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate relationship or shared underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation/framework listing vs. a vision positional-embedding refactor. They do not describe the same bug, feature, or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "87cdc29d6dac62f8fd84c517025baae15901a5737fd6653249ee154d271e11b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other about adding DeepSeek v3.2 support. They share no explicit targets, filenames, or code-path evidence.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the titles describe unrelated work items rather than the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative of the other; there is no duplicate cluster here to consolidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different features with no shared implementation target or concrete bug/change; soft similarity is too weak to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "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": "e10eae019554e68fa63c5947f51201b463c4e23e3814d56bb6c6e5a08e4f2bb4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only loosely related by a shared theme of tiled/memory-efficient layers, but they concern different components and different requests: one is about enabling a specific fused loss flag in `from_pretrained()`, the other is about integrating TiledMLP. They do not look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #41826 is the better canonical representative if this cluster is kept together because it describes a broader, self-contained feature request with a clear memory-footprint goal; #41306 is a narrower API-flag request for a different subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "#41826 is the stronger issue overall: it is more general, more actionable as a feature request, and less tied to a specific implementation detail than #41306.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: #41306 is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while #41826 is about adding TiledMLP for memory savings. Shared memory/tiling wording is too broad to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "3e8b45c7e984fe03435af15762a585e5ff8216eb561306cf9d5d272650c72b62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very broad level (both touch Trainer customization), but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. Not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate here. If one must be chosen as the representative issue, #43598 is the more concrete and narrowly scoped Trainer behavior request, but it does not subsume #43600.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the clearer representative because it targets a specific Trainer customization hook (`remove_unused_column`), whereas #43600 is a separate FLOPS-accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: `remove_unused_column` customizability vs. FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug/change." + } + ] + }, + "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": "1a794d8c96bef7c840828fda902fa07f877f643c146af4c6ca0fadaa6c2d9247", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different heads.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader registration request, but it is not the same underlying change as 44405; the topics differ by model family and task head.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the more general issue about model registration, so it is the better cluster anchor if one must be chosen, though the pair should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration vs Qwen3.5 sequence classification support. They are related only at the broad AutoModel layer, not the same bug/change." + } + ] + }, + "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": "c69dda5ad600107fb73bf53de8bcf4b8a587a7a96687c749ae75b0f402b327d7", + "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": "43835 looks unrelated. The three \"huggingface\" issues have identical titles and no distinguishing metadata, so they likely duplicate the same report; however, 43859 being much later means timing is not strong evidence. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43845 is the best canonical anchor among the three indistinguishable \"huggingface\" issues because it is the earliest and the metadata does not separate them.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best global issue representative: 43835 appears unrelated, and the remaining three issues share the same title with no differentiating details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared metadata suggesting the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no evidence they report the same bug or change." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not look like the same issue as the \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Identical titles and no distinguishing metadata make them look like duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no differentiating details; the later timestamp alone is not enough to separate them." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical titles and sparse metadata suggest the same underlying issue despite the time gap." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grounding is mostly fine for 43835 vs. the three \"huggingface\" issues, but the writeup overstates the timing evidence. 43845 and 43846 are close together, yet 43859 is about 13 hours later, so \"opened within a short window\" and \"similar timing\" are not well supported for all three pairings. The duplicate claim among the three huggingface issues may be plausible from identical titles alone, but it should be stated more conservatively. No PRs are present, so the PR side is fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "9de244f375ad2fd904eb3bd3e34dd065f90f9fdd571f579e2df57ae4f6d7629b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is low-signal: the items are generic spam/placeholders and one vague docs request, with no shared bug or concrete change to deduplicate.", + "confidence": 0.98, + "canonical_issue_reason": "No reliable canonical issue: the titles are either spam or unrelated generic text, and none describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spam-like and the only one that resembles a topical request, so it is the least bad representative, but it is still not a strong canonical anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both look like spam placeholders; same superficial title pattern is not evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both look like spam placeholders; there is no concrete shared bug or feature request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a different vague text title; no shared underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request versus spam placeholder; not the same artifact or fix." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request versus spam placeholder; no concrete overlap in bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the cluster signal is too weak to treat them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated vague text title; no shared concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated vague text title; no shared concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "ba9cf472b1d9e6802f559f45366114d26276bd6072083e7423b1250d6b284dec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are very likely duplicates: they have identical titles, very similar-sized bodies, and a soft-similarity signal, but the packet does not expose the body text itself, so the match should be treated conservatively. #45145 is the better canonical issue because it was opened first and already has one inbound reference.", + "confidence": 0.8, + "canonical_issue_reason": "#45145 is the best canonical representative because it was created earlier and has an inbound reference; the available evidence suggests a likely duplicate, but not enough to claim definitive sameness from the packet alone.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest single issue to keep as the representative since it is earlier chronologically and already has slightly more linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept as a likely duplicate: the titles are identical and the soft-similarity signal is strong, but the evidence is still limited enough that the match should be treated conservatively." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausible, but the writeup is a bit too strong for the evidence available. The packet only gives identical titles plus a soft_similarity signal; it does not show the body text, so \"same report\" / \"effectively the same issue\" is stronger than the packet directly supports. The canonical choice of #45145 is fine on chronology and inbound reference, but the confidence should be much lower than 0.99 and the verdict should stay explicitly conservative (e.g. \"likely duplicate\" rather than definitive sameness)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "69c520ce896620f1ef292e502ca6619b8f63da85c00ab1b7544855fb174c9b97", + "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": "These are related only at a broad level (4-bit/quantization inference), but they describe different failure modes in different code paths: Gemma4 audio-module uint8 weights hitting torch.finfo() versus BitsAndBytesConfig skip-module handling clearing lm_head exclusion. I would not merge them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #45674 is the more general quantization-config bug and is framed around a reusable inference path rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the better representative for the cluster because it describes a concrete, user-visible 4-bit inference regression in BitsAndBytesConfig that is broader than the Gemma4-specific torch.finfo() failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: one is a Gemma4 audio-module dtype/torch.finfo() problem, the other is BitsAndBytesConfig skip-module handling that removes the default lm_head exclusion and triggers an AssertionError." + } + ] + }, + "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": "59148f5a03b28f17b3a5d44ab8dd8515a71f028512c967167fe47a2d05a2a192", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look like distinct entries about different people and dates, not the same underlying bug/report. The soft duplicate edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: the titles refer to different names and dates, with no shared context beyond a surname and formatting.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different subjects ('Mirko Privitera' vs 'Ivan privitera') and different dates; this looks like two separate records, not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "ef10284f0b3f7c0d5e0080ec5b03514421542c87b3ec36687cbcd7f0784afe8b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed issues with empty bodies and non-technical, name/date-style titles. They do not describe the same bug or any actionable product problem, so this looks unrelated rather than duplicate clustering.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a suitable canonical issue: both are effectively placeholder/personal-name entries with no bug description or technical context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "No evidence of the same underlying bug or request; the titles are just different names/dates and both bodies are empty." + } + ] + }, + "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": "f9fcd93bd073b7b4886cc6eca0d65299ceceacffcf861402180fdd3d2273241d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature requests: one asks for a new Qwen3.5 token-classification head for value modeling, the other asks for FP8 training support. They do not describe the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and code paths: model-head addition vs FP8 training support. Similarity is superficial, not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "178ad3c13b677d61b147ccd2542d73beb99df40703b17d0725b2678d814157c8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate financial data bundle/sample request and should not be merged with the example/scraping-service issues. The canonical/best anchor should be justified by exact-title duplication and chronology, not by claiming one identical title is more generic.", + "confidence": 0.92, + "canonical_issue_reason": "45870 is a reasonable canonical anchor for the exact-duplicate pair 45870/45871 because it is one of the identical-title issues and was created first.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is a solid global issue representative because it participates in an exact duplicate pair and there is no evidence that it differs materially from 45871; using it as the anchor is consistent with the cluster structure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different concrete requests: a financial data bundle/sample versus a financial time-series example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different concrete requests: a financial data bundle/sample versus a financial time-series example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate match: identical title and no evidence of differing scope or work." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same broad financial theme, but different concrete request: time-series example versus a scraping service addition." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad financial theme, but different concrete request: time-series example versus a scraping service addition." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Overlapping topic, but not the same underlying issue; the scopes are different." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Overlapping topic, but not the same underlying issue; the scopes are different." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate match: identical title and no evidence of differing scope or work." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the anchor/canonical rationale overstates what is evidenced: 45870 and 45871 have identical titles, so claims that 45870 is the \u201ccleaner, more generic wording\u201d or \u201cmost generic phrasing\u201d are not supported by the packet. The duplicate-pair verdicts themselves are conservative, but the higher-level justification should avoid unsupported distinctions." + }, + "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": "4886d8e9cdbaeea58cdb0bfba3aa6537353c15e6550e4793ca410ef701b5d3af", + "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": "The two issues are plausibly related around static-cache handling and linear-attention, but the evidence here is limited to titles and a soft-similarity signal. That supports a possible linkage, not a firm conclusion that they are the same bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader mechanism (`early_initialization` corrupting linear-attention layers), which could encompass the more symptom-specific Qwen3.5 crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest cluster representative since it is more general and mechanism-focused, while 46441 is a narrower model-specific failure symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The titles suggest they may be related through static cache / linear-attention behavior, but we only have soft similarity and no shared targets or code-level evidence. That is not enough to confirm the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster linkage is plausible, but the writeup is a bit too strong for the evidence in the packet. We only have titles and a soft-similarity signal; that supports a possible relationship, not that both reports are the same underlying bug. Phrasing like \u201clikely reflect the same underlying bug\u201d and \u201cboth issues point to the same failure mode\u201d overstates what is grounded here. The soft-edge verdict should stay more conservative (e.g., \u201cmay be related\u201d or \u201ccould share a cache/linear-attention root cause\u201d)." + }, + "evaluator_used": true, + "retried": true, + "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": "64facf85ec321dd252f7326dcc659cccc8e1dff03cf55292e65bbae10d2df505", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are duplicates with identical titles and the same Wav2Vec2CTCTokenizer v5 special-token leak report; issue #46552 is the better canonical thread because it is the open, referenced copy.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 is the open issue and already has inbound references, so it is the better place to continue discussion and track any fix.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 best represents the active duplicate cluster: same bug report, still open, and already linked from other discussions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded: both issues have identical titles and identical body lengths, and the open issue #46552 has inbound references, which supports treating it as the canonical thread. The soft-edge duplicate verdict is conservative and consistent with the packet 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": "b1ababf53d557765f5345e0eb09700fd51373e81496a28d17db7ca6b52ed9b7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1566, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are superficially similar because both involve object detection training, but they describe different failure modes: a tensor size mismatch vs. out-of-memory after several epochs on RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46657 is the better representative because it describes a concrete, reusable training failure class (tensor shape mismatch) rather than a model-specific resource exhaustion symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best standalone issue to keep as the cluster representative; 46692 appears to be a separate RT-DETR v2 memory problem and should not be merged into the same bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor dimension mismatch vs. OOM during later epochs. Similar training context is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "d518b790b8ec27c77f52419b9e94291b2fff200b36258530da242f279b87b9d2", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad soft-similarity hints. The only true duplicate pair is the two `fixed_cross_entropy` kwarg fixes, which target the same loss-path bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative for the duplicate loss fix: it explicitly targets issue 43240 and forwards the new `cross_entropy` kwargs in `loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall match for the only real duplicate pair because it most directly and completely addresses the shared `fixed_cross_entropy` bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated model/test additions; no shared bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix and ExecuTorch dynamic-shape test are different features." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness work and MobileLLM model implementation do not fix the same issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs a new model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs support and Mistral4 test fixes are different problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and MobileLLM implementation are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model code and config-resolution behavior are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are clearly different scopes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor and Mistral4 test fixes are not the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are unrelated model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat response parsing updates do not share a concrete code-path bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution order fix are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and model-creation skill are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and skill documentation/tooling are not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` bug by adding supported kwargs to the same function in `loss_utils.py`; they are mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is PR 43251 and PR 43254: both modify `src/transformers/loss/loss_utils.py`, target issue 43240, and address the same `fixed_cross_entropy` kwargs bug. The other pair verdicts are appropriately rejected as unrelated or too weakly similar to justify a single bugfix PR." + }, + "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": "92ba5bc805ce01deac01342828017c3dd417ebc88926a9edd0924ca00be57dc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs around VibeVoice overlap heavily in filenames, but they appear to address different deliverables: the main VibeVoice integration versus a separate VibeVoice Realtime addition. They should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the base VibeVoice implementation and the broader, more canonical integration; #42781 is a later draft for a realtime extension with additional tokenizer/generation changes.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative PR for the cluster because it introduces the core model rather than a specialized realtime follow-on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files reflect a common subsystem, but the PRs target different changes: core VibeVoice support versus a realtime variant with extra tokenizer and generation work. They are related, not the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "b0997cb2ec00aa3f81ea7c984d0ea46747a8f83ad232985e76fcb26c6e9ddb2c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR emerges here because the PRs address different code paths, filenames, and model families rather than the same bug or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the cleaner representative of the cluster: it is a focused DINOv3 image-classification support change with tightly scoped model and auto-class updates, whereas #40755 is a separate TimesFM forecasting feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different capabilities: TimesFM covariate forecasting is unrelated to DINOv3 image classification support, 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": 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": "d3de80acc7cdaa88889b6f6e955301ff46d9c90f27de3d13e4116e3627e80e68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate GitHub Actions maintenance PRs: 42975 upgrades core workflow actions for Node 24 compatibility, while 42976 upgrades docker/build-push-action versions. They overlap in workflow files but not in the concrete change or failure mode.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader representative workflow-actions upgrade, but it is still distinct from 42976 because it targets checkout/cache/upload-artifact compatibility rather than Docker build action versions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better cluster representative only because it is the wider sweep across many workflows; however, it should not be merged with 42976 since the underlying dependencies and change goals differ.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different action families and fix targets: 42975 is about Node 24 compatibility for general workflow actions, while 42976 updates docker/build-push-action. Shared workflow filenames alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "244a5b60cd81302f5340a69f6807d680d7dae7aa3debd1c46cc13542599c5a69", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24369, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24369, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is mostly unrelated model-addition PRs that only look similar because they all touch docs and auto-registration files. The only plausible duplicate pair is the two Step 3.7 Flash PRs; even that is weak because they appear to be different implementation tracks with different module names and file sets.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the whole cluster: these are distinct feature additions (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7, distributed config). If forced to pick an anchor, PR 46562 is the closest because it is the only one with a strong apparent duplicate candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best duplicate anchor only because it has the strongest near-match with another PR in this set; otherwise the PRs are not duplicates and should be triaged separately.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are superficial, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. No shared bug or code path beyond generic model-registration plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA and CTSM. Similar auto-mapping/docs churn is not enough to merge as duplicates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model addition vs distributed-config infrastructure. Completely different change surface and purpose." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names but they are separate model implementations with different files and scopes, so not the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared docs/auto files do not indicate one underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model support and distributed configuration are unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model integrations with no concrete shared bug or code path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model support is unrelated to distributed configuration work." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions; overlap in auto-mapping/docs is too broad to treat as duplicate." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model addition vs distributed config are unrelated changes." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both reference Step 3.7 Flash, but the file sets and module names differ substantially (step3p7 vs step_3_7_flash, plus mini-model/scripts). This looks like adjacent work, not the same concrete PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-9", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579", + "pull_request:46719" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43498|pull_request:46719", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579", + "pull_request:46579|pull_request:46719", + "pull_request:43665|pull_request:46719" + ], + "prepared_review_unit_hash": "684f76bf47f613046573c5b5434d5df7247a8c13e78cfa0a64588e082b7df0b2", + "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 is a loose similarity cluster, not a duplicate set: the PRs cover unrelated changes in Whisper decoding, backward-compatibility shims, placeholder test edits, dequantization, doctest cleanup, generation validation, CI memory limits, typo fixes, and sparse-attention reshaping. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out as a duplicate target because the cluster spans multiple unrelated bugfixes and maintenance changes. If forced to pick a representative standalone fix, PR #44815 is the most concrete code-path bugfix, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the strongest standalone bugfix in the set: it has a specific dequantization problem, touches the relevant loader/integration code, and includes a focused test surface. It is still not equivalent to the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decoding/tokenization fix vs. dummy test-assert edits; different bugs and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode behavior vs. FP8 dequantization; unrelated subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test/code fix vs. generation watermarking validation; not the same issue." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "Backward-compatibility alias for tie_weights vs. broad typo cleanup; different changes." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46719", + "accept": false, + "reason": "tie_weights compatibility shim vs. sparse-attention/model fixes; unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Placeholder test failures vs. CI memory/device-map integration fix; not duplicates." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only asserts vs. dequantization bugfix; no shared underlying defect." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test noise vs. generation config validation fix; different problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test-only edits vs. typo cleanup across code; not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46719", + "accept": false, + "reason": "Dummy test changes vs. attention/model fix; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization fix vs. CI resource-limit workaround; different scope and code paths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Dequantization bugfix vs. generation watermarking validation; not merge-equivalent." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Concrete FP8 fix vs. typo cleanup across many files; not the same underlying issue." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "Doctest/documentation cleanup vs. code typo cleanup; similar theme but not the same artifact." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config watermarking validation vs. Phimoe CI test infrastructure; unrelated bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "Specific generation validation fix vs. broad typo cleanup; not duplicates." + }, + { + "left": "pull_request:46579", + "right": "pull_request:46719", + "accept": false, + "reason": "Generic typo cleanup across code vs. sparse-attention/model fix; different underlying changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "d8ca86d272c3bfeb944b7a0da603e27331afbebe0a433cf35c94b7554b76a4c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one changes packaging/versioning and a Vit test for a repo-bot check, while the other rewires CI/workflow behavior and related utilities. The only overlap is an incidental shared test file, not the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different concrete code paths and should not be clustered as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global duplicate representative because they solve unrelated problems; if forced, 43532 is broader, but it is not the same change as 43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different edits and goals: 43488 is about setup/version/dependency bot-check behavior, while 43532 modifies CI workflows and diff-display-related utilities. Shared Vit test file is incidental." + } + ] + }, + "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": "6b4ed046949d36b046939050c8530b08a37e346a0220c75cb240301aee0b50af", + "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 open PRs add similarly structured pipeline/documentation scaffolding, but they target different features: promptable concept segmentation vs promptable visual segmentation. They share infrastructure files, yet they are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different segmentation pipelines with different task definitions and model/test coverage.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate-canonical candidate because they are distinct feature additions rather than one underlying fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete feature additions: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "6d8e8bd9b74b118f9b7c130f0671c260e964f4cf62d462923e7b3fb7127824ed", + "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 both trainer.py changes, but they address different code paths: one fixes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT. They are related in theme but not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the stronger representative because it makes a concrete behavior fix in the training loss-scaling path; PR 43663 is a separate extensibility/refactor change around input column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best single PR to surface for this cluster since it targets a specific user-visible bug with a narrowly scoped fix. PR 43663 is unrelated enough that it should not be merged with it for triage purposes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch trainer.py and custom-trainer behavior, but they fix different underlying problems: gradient accumulation loss scaling vs. signature-column filtering. They are not the same concrete change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e8a92d58421c596bd7de40f2c0dd65d8cbcbdbe4345dcf61c58ae3212be834c5", + "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": "Both PRs touch `src/transformers/cli/serve.py` and address TypeAdapter-related import-time typing issues, but they are not the same patch: one is a broad `from __future__ import annotations` cleanup, the other is a narrow `pydantic`-availability fix.", + "confidence": 0.8, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader CLI typing fix and directly targets the reported TypeAdapter NameError in the transformers CLI.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the more focused fix for the concrete missing-pydantic NameError path, so it is the stronger standalone patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and related symptom, but different concrete fixes: 43656 changes overall annotation handling with a future-import, while 43842 specifically guards `TypeAdapter` for the no-pydantic case. They look like adjacent fixes rather than 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": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "0157009372dcd263b20827ff691e4606d95967f469734d808243b3d0ede36b52", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84906, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75102, + "estimated_input_tokens": 18776, + "estimated_eval_tokens": 37808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly independent, model-specific output-tracing refactors. It contains at least two strong duplicate-like subgroups (GPT-J/CodeGen and GPT-Neo) and another plausible same-family subgroup around Flaubert/XLM; most other items still look separate, but the evidence is not strong enough to treat the rest as definitively unrelated.", + "confidence": 0.84, + "canonical_issue_reason": "No issue node was supplied in the items; the shared issue #43979 is only an external reference used by several PRs.", + "canonical_pr_reason": "PR 44066 is the strongest representative of the GPT-J/CodeGen subgroup: it has an explicit link to #43979 and overlaps the same output-tracing refactor path as 44085/44722.", + "best_issue_reason": "No issue node was supplied in the items; the shared issue #43979 is only an external reference used by several PRs.", + "best_pr_reason": "PR 44066 is the best overall representative of one of the clearest duplicate-like subgroups in the cluster, while the rest of the cluster appears to split into other model-specific refactors rather than one single duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths (CVT/FNet vs GPT-J); shared tracking issue alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 also includes CodeGen, so they could plausibly be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model refactors, not the same underlying bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models (EfficientNet vs GPT-J/CodeGen); only the theme is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated model code paths; GPT-J/CodeGen refactor vs EfficientNet refactor." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models (MobileNetV2 vs DeBERTa-v2), so not a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; same issue target is too broad to merge these." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MPT are separate refactors, not one code-path fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model and file set; they look like the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models (GPT-Neo vs GPT-J/CodeGen)." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor vs GPT-J/CodeGen refactor; not the same change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen refactor; same broad theme, but not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different models and output paths; not mergeable as one PR." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; similar refactor style, different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different underlying changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; only the refactor pattern matches, not the code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models; not a duplicate pair." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT share a BERT-family theme but not the same code-path fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44101", + "accept": false, + "reason": "DeBERTa-v2 and Flaubert/XLM are distinct refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different models and fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are different model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are different models; same style of refactor is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors on the same concrete code path, so they plausibly belong in one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing on the same file and change set style; they look mergeable into a single PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are narrow output-tracing refactors on the same underlying decorator-style pattern and appear close enough to merge if the shared implementation were unified." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": true, + "reason": "Both are model-specific output-tracing refactors with the same underlying pattern and could plausibly be combined for the same shared change family." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are model-specific output-tracing refactors in the same standardized tracing effort and could plausibly be merged together." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are output-tracing refactors in the same standardized interface effort and look close enough to be one change family." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": true, + "reason": "Both are output-tracing refactors that remove explicit output-flag plumbing from the same family of model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model and file, so they look like the same underlying change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": true, + "reason": "Both are narrow output-tracing refactors on the same underlying decorator-style pattern and appear close enough to merge if the shared implementation were unified." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/CodeGen and SpeechT5 are different model code paths, so this is not the same underlying change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different models and fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are not the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports the conservative parts of the review, but the summary overstates the evidence by claiming that only the GPT-J/CodeGen and GPT-Neo variants are duplicate-like. The cluster also contains another plausible same-family subgroup around Flaubert/XLM (e.g. 44101 and 44116), so that exclusivity claim is too strong. The pairwise accept verdicts that were marked true look reasonable, but the summary should be softened to avoid implying the rest are definitively separate beyond the evidence provided." + }, + "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": "8efa79b64d0c583ca01a5db8ccb490dc00ec2aee7239fd65d402134d4224df6a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84906, + "estimated_input_tokens": 21227, + "estimated_eval_tokens": 42710 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all thematically similar standardized output-tracing refactors, but they touch different model code paths and are not duplicates of the same change. The soft edges should be rejected because they are model-specific implementations rather than one mergeable PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest anchor: it has an explicit issue target, a concrete SpeechT5-specific refactor, and enough scope to represent the cluster\u2019s general pattern without pretending the other model-specific refactors are duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best standalone representative because it is well-scoped, explicitly tied to an issue, and clearly documents the output-tracing migration within one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but FocalNet and ImageGPT are unrelated model implementations with different forward paths and hooks; they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet have different architectures and different tracing/output mechanics; these are parallel refactors, not one duplicate bug or one mergeable PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct model code paths; the similarity is only the shared decorator/refactor pattern, not the same concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are different models with different output-capture wiring; they are not duplicates of the same fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated architectures; despite similar output-tracing edits, they are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 change different model internals and output signatures; they share only the refactoring theme, not the same underlying 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": 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": "be7046f55a795044a1edf09d22c7cee333a015a32cca709fb36198db2118635a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are related by a common refactor theme around output tracing, but they touch different model implementations and code paths, so they are not duplicates of each other.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact is present; as a PR anchor, #44003 is the strongest representative because it has the broadest concrete code change and adds explicit output-capturing plumbing across related Mamba-family modules.", + "best_issue_reason": null, + "best_pr_reason": "#44003 is the best representative PR for the cluster: it is a substantive output-tracing refactor, spans multiple related files, and introduces the supporting capture/output-recording machinery rather than only a narrow signature cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (timm_backbone vs vision_text_dual_encoder); not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different implementations and architectures; both only refactor output tracing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone and Mamba-family models are unrelated code paths; not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 vs UnivNet are distinct models; shared pattern is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations and outputs; same refactor style only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are separate model paths with no common bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models; output-tracing cleanup is not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs speech encoder-decoder are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models/subsystems; both only adjust output-tracing behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and code paths; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same refactor theme is too broad." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are separate implementations; not one underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Mamba-family output plumbing vs UnivNet tracing cleanup are distinct changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and forward signatures; not the same bug or patch." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model paths; same refactor theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not a single mergeable fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba output tracing vs SuperPoint are unrelated concrete changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family output recording and CodeGen cache/output refactor are different code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated models; shared wording is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen are different architectures and forward logic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen do not share the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; not the same concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model implementations and output signatures; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything vs SuperPoint are unrelated models." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (depth estimation vs RWKV); same refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are distinct model paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are separate implementations, not one bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated concrete changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and forward behavior; not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same refactor pattern is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder vs DPR are separate code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV have no shared concrete bug or patch." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model paths; only the refactor theme matches." + } + ] + }, + "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": "0d0363d53a2391bd540362812656373d83317812622d56061c41a01349c96e93", + "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": "These are separate model-addition PRs for different models (PenguinVL vs Voxtral TTS), so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: one adds PenguinVL, the other adds Voxtral TTS. Shared auto/docs scaffolding is expected for new model integrations, not evidence of the same fix 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": "e3bab5f65f7a67b2c1e484f5e154dca33ee4d81d0f239b2a4bfcbed8677845b1", + "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 are related kernel-fusion feature PRs, but they target different layers of the design: one introduces a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig and integration hooks. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature PR: it wires KernelConfig into modeling/integration code and adds a runnable example, whereas #44979 is a foundational API layer with no direct overlap in filenames or specific code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best standalone candidate because it has a clear behavior change, touches the actual runtime paths, and is more directly actionable for review/merge.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different changes: #44979 defines a generic module fusion API in a new module, while #45363 adds n-to-1 kernel fusion plumbing through KernelConfig and integration/model loading paths. Related conceptually, but not the same underlying bug or 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": 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": "615c0eaa8faa46864d32b5b34c81cc3d9f70f37e54f1f701b540b8cb326ecd4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex AttributeError in `_patch_mistral_regex` on the same code path, with the same core one-line fix; 45317 is the more complete version because it also adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 best represents the cluster because it fixes the bug on the same file and includes validation via tests, whereas 45086 is only the minimal code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same target issue, and the diffs overlap on the exact code-path change; 45317 simply extends the patch with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-45115-4", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46332", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565", + "pull_request:46332|pull_request:46565" + ], + "prepared_review_unit_hash": "9c21b812fd448ba6b982fe8201c2289dd09e8763682d56a82e21a3c1c2ed79ba", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13739, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 13739, + "estimated_input_tokens": 3435, + "estimated_eval_tokens": 7126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the Nemotron naming family, but they are not duplicates: one is a NemotronH architecture/refactor PR, one splits NemotronH into dense/sparse variants, and two are separate ASR streaming additions for different model generations.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster mixes distinct changes for NemotronH core refactoring/splitting and separate Nemotron ASR streaming support, so none clearly subsumes the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the broadest representative of the NemotronH model work, but it is still not a duplicate of the ASR streaming PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but different concrete changes: 45115 is a conversion-mapping and inheritance refactor, while 45569 splits NemotronH into dense/sparse variants and adds docs/tests. Not the same underlying fix." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "Both touch auto/model plumbing, but they target different models and features: NemotronH core refactor vs Nemotron 3.5 ASR streaming. Shared files are broad infrastructure, not the same bug/change." + }, + { + "left": "pull_request:46332", + "right": "pull_request:46565", + "accept": false, + "reason": "Both are ASR-streaming related, but for different model families/generations (Nemotron ASR vs Nemotron 3.5 ASR). Same subsystem, different concrete code paths and releases." + } + ] + }, + "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": "d6a3f5be27f57c9041d6caa5497c1fe1cf11eabfa65fde870c4aa08883451cb6", + "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 PRs are related pieces of the heterogeneous-model initiative, but they are not duplicates: #45333 adds per-layer heterogeneous config plumbing, while #45332 adds broader heterogeneous modeling/runtime support that consumes that config machinery.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader umbrella change and the more complete representative of the heterogeneous-model support work; #45333 is a narrower config-only slice.", + "best_issue_reason": null, + "best_pr_reason": "#45332 best represents the cluster because it covers the wider end-to-end implementation, not just the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related area, but not the same underlying change: #45333 is focused on per-layer config support, while #45332 adds broader runtime/modeling changes and cache handling. They would not plausibly collapse into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "0de48ea6d8fa215bac09f56216e4d1f70bf1e501b9a24940042093405a8d6516", + "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": "These are related typing-oriented PRs, but they are not the same change: one is a broad type-checking pass over many files, while the other adds specific typing aliases/protocols to satisfy particular model/integration sites.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: 45415 is a sweeping type-checking cleanup, while 45425 is a narrower set of typing compatibility fixes and helper protocols.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of a concrete code-change because it targets specific typing gaps in core helpers, whereas 45415 is a broad repository-wide type-checking effort.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and overlap in a few files, but they address different scopes: 45415 is a broad static-type cleanup across many modules, while 45425 adds specific type aliases/protocols for particular APIs. They would not naturally merge into one single duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "a8404d4418e04730ddaec4bbeb10bd05e80dceaa685e05f0670d69ef8e14aaba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4948, + "estimated_input_tokens": 1237, + "estimated_eval_tokens": 2730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one fixes Qwen3.5/Qwen3_next/Olmo hybrid cached multi-token forward behavior, while the other fixes Mamba2 cache handling for seq_len > 1. They touch different model families and different code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR candidate: the PRs address unrelated bugs in different model implementations and are not mergeable into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the other; the fixes are separate and should be triaged independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and distinct cache/forward bugs; no shared concrete code-path issue." + } + ] + }, + "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": "02409383fcb01fe1ae50d5d594190a07c2d32541b7cdc00c0db32550ad4077ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch expert-parallel loading paths, but they fix different bugs: 45548 is about EP/DeepSpeed ZeRO-3 loading and config serialization during accelerate launch, while 45662 fixes FSDP2 expert tensors being overwritten by rank-0 broadcast/post-load handling.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45548 and 45662 address different concrete EP-loading failures and should not be deduplicated.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the more concrete standalone bug fix, but it targets a different code path than 45548 (FSDP2 overwrite vs. ZeRO-3/accelerate loading).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: only broad EP similarity and one shared file. 45548 fixes config/ZeRO-3 loading via accelerate launch; 45662 fixes a separate FSDP2 expert-overwrite path. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "ad3176edfbbc204a9b63bbc587c5688eafda27dcfaab5c87cfdbc31a16cf1b60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; PR 45645 appears to subsume the narrower path fix from 45639 and adds the CI-side log aggregation needed to preserve all debug logs.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45561 is the shared tracked bug for xdist-safe captured_info/debug log handling.", + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it includes the core worker-specific file fix plus the workflow changes needed to collect multiple captured_info files in CI.", + "best_issue_reason": "Issue 45561 is the only explicit issue target and matches the underlying bug described by both PRs.", + "best_pr_reason": "PR 45645 is the best representative because it covers the same fix as 45639 and extends it to the full end-to-end log preservation flow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs address the same concrete xdist captured_info collision in transformers/testing_utils; 45645 appears to include the same fix as 45639 plus the related CI log collection updates, 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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "80d613b52dba613c8e1fd8139954fe31d3d1369b8f91bc8c003100fa37c299ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4376, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4376, + "estimated_input_tokens": 1094, + "estimated_eval_tokens": 2444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one is a small AutoModel registry addition for glmasr/dia, while the other adds attention-implementation dispatch support for RecurrentGemma with corresponding model/test/doc changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46320 is the stronger standalone change: it fixes a concrete code path in RecurrentGemma and includes implementation plus tests/docs, whereas #45670 is a narrow model-mapping tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR #46320 is the best representative item because it is the more substantive, self-contained change and has clearer user-facing impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different targets and code paths: #45670 only updates AutoModel registry entries for glmasr/dia, while #46320 adds attn_implementation dispatch for RecurrentGemma. They are not 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": 25, + "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": "cff188121138774dd4fde37037f3be49bc1115f2e89eb1e4de6cd93e339383f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7248, + "estimated_input_tokens": 1812, + "estimated_eval_tokens": 3880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same Transformers codebase, but they implement different linting-rule refactors: one adds @can_return_tuple to model forward methods (TRF003), the other changes _init_weights patterns for many models (TRF018). They are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the cleaner representative of this pair: it is a focused, concrete modeling-forward decorator change with a clear code-path scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the best representative because its intent is narrowly defined and the diff is easier to characterize than the broader cross-model initialization refactor in #46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: these are different linter-rule implementations affecting different code paths. #45720 adds return-tuple handling to forward methods, while #46259 updates weight initialization logic; they are not mergeable as one PR for the same 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": 26, + "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": 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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "10280828d0062c2b43ee46136fd1a89268a08100fc337a58d7053d46e65c4d92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5200, + "estimated_input_tokens": 1300, + "estimated_eval_tokens": 2856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is a broad experimental/tracing and model-infra change, the other is a test-migration PR with kernel/test additions. They do not target the same concrete bug or code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative; the two PRs address different areas and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the better standalone candidate because its scope is more focused and internally coherent, centered on test migration and related test files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different change intents and file sets: #45932 mixes workflow secrets, model implementation tweaks, and mapping/config changes; #46100 is a test-migration PR with kernel test additions. They do not look like the same underlying fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "113ae2aca6fd89a162c1ab6d6ccb06eb67107d683dedbd9dde20a0f5d10b2368", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5523, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5523, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in distributed/parallelism code, but they are not the same change: #46126 is a focused EP + Trainer integration for router/expert-parallel behavior, while #46269 is a broad distributed-branch base touching many unrelated areas including CI, FSDP, integrations, and multiple models.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, concrete feature change centered on EP/router behavior and Trainer integration; #46269 is a broad umbrella branch with many unrelated distributed updates rather than the same single fix.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it has a narrow, identifiable code-path change and a clear implementation target, whereas #46269 is too broad and mixed to serve as a clean duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames only indicate the same subsystem. The PRs do not appear to fix the same concrete bug or implement the same change: #46126 adds EP/router masking and Trainer integration, while #46269 is a large distributed branch base spanning CI, FSDP, integrations, and multiple unrelated edits." + } + ] + }, + "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-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": "19018fde7d8ffda2eaca6d99a911ef37392e64e4409b0ac1f85aebaceb3dc707", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate workflow maintenance PRs; despite some filename-based similarity, they address different CI/security tweaks and are not duplicates. The closest cluster is `pr-ci-security-gate.yml`, but the edits target different behavior changes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow-security change in the set, with concrete logic changes to the PR CI security gate rather than a small metadata tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative PR because it makes the clearest behavioral change to a shared security-sensitive workflow and sits at the center of the soft-similarity cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated behavior: self-comment CI message piping vs PR security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different changes; no shared concrete bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated edits; one updates self-comment CI, the other adds comments to a security-gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security-context changes; not the same underlying fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and distinct shell-script handling changes; not duplicate fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Unrelated workflows: SSH runner setup vs benchmark trigger conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and distinct permission/setup adjustments; not the same bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes are unrelated to assign-reviewer checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated security changes; no shared concrete code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and different workflow concerns; not duplicative." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but they change different jobs and triggers in different files." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different fixes: permissions scoping vs checkout ref selection." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different shell/env handling; not the same underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but different workflows and different behavior changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Distinct workflow logic in different files; no same bug or change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security/checkout concerns; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow behaviors: schedule/manual trigger vs shell quoting fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger change is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different shell-safety vs security-gate behavior." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different files and unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different parts and different fixes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds enforcement logic while the other adds explanatory comments; not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow family, but different changes: explicit checks vs changing inherited secrets to empty." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file but different fixes: permissions/approval flow vs comment-only documentation." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the gate workflow, but one adjusts job permissions/flow while the other removes inherited secrets; different changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comments explaining safety are not the same change as removing inherited secrets." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "fb57bc315b43217166c21aeede4a2553491cc33f505de9d846392e0e10f5b4e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address source-introspection code that previously relied on opening files, but they fix different call sites in different modules and are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the clearer representative of the cluster theme: it fixes a specific code path in `modeling_utils.py` and includes tests. PR 46152 is a separate lower-level helper change in `import_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it targets a concrete behavior change with test coverage; PR 46152 is related in spirit but addresses a different source-reading helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Related theme (replacing file-open source lookup), but different modules, different functions, and no shared concrete bug path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "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": "3fc5effeb8787f7c9c2c4541afb86ba414bcf2d98c4247405094dea2ba967ffc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests add SDPA attention dispatch support, but they target different model families and distinct codepaths: T5 vs wav2vec2/audio models. They are related in theme, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs solve separate model-specific implementation tasks, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #46196 is broader and central to the larger SDPA rollout across audio models, but it is still not a substitute for #46154.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Same general feature label (SDPA dispatch), but different model families and concrete code paths; they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "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": 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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "8f2d1ea8ed8fd22ac21be70692ec23d9ee27fa6988059aeb9081255fc2021e7a", + "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 right-window boundary bug in the Moonshine streaming sliding-window mask; PR 46546 is the more complete patch because it also adds the Gemma4 counterpart and tests.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the more complete implementation of the same boundary fix: it includes the Moonshine streaming mask correction, the modular mirror, a related Gemma4 fix, and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best representative because it covers the same underlying bug as 46310 but with broader, more complete coverage and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying sliding-window boundary bug in Moonshine streaming; the Moonshine-specific diff matches exactly, and the additional Gemma4 change in 46546 does not make it a different 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": 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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "df6655b7645090c2c88efef0311c00dc6e6bc02d018d2b90733888e1af0a21ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5937, + "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, while the other adds a new HunYuan VL model package with docs/tests. They should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46417 is the better representative PR for this cluster because it is a self-contained, concrete model addition with extensive supporting files, while 46376 is a draft infrastructure change for continuous batching and targets a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the most suitable standalone artifact here: it is complete enough to stand on its own and has the clearest, well-scoped change set. PR 46376 is draft and focused on a separate subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous batching multimodal support vs. HunYuan VL model implementation. They touch different features and 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": 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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "1bad85f6ba1d7d57e61608dad870e7f081b94c02e50e8f7c2d252ecdd59e40a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated tokenizer fixes: one corrects CodeLlama decode behavior that strips real leading spaces, while the other corrects DeepSeek checkpoint routing to the right tokenizer class in auto-loading.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: PR 46574 is a decoder/strip fix in CodeLlama, while PR 46580 changes auto-tokenizer model-class selection for DeepSeek checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "PR 46580 is the broader tokenizer-loading fix and the cleaner representative of the cluster\u2019s auto-loading side, but it is not the same bug as PR 46574.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decode stripping vs DeepSeek tokenizer-class misrouting. They are not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "e80b428d929648fb27d335707c35ce36e7c4fc0c8b49052effd9660d0b65a440", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target Mistral tokenization internals and touch many of the same files, but they address different changes: one is a refactor moving `MistralConverter` into an integration package, while the other adds tekken tokenizer detection/conversion/save utilities. They are related, but not the same underlying fix/change, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the more substantive feature change, adding tekken tokenizer detection, conversion, and save utilities rather than only relocating existing converter code.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the strongest representative of the cluster because it introduces the broader Mistral tokenizer functionality and is the more self-contained user-facing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Shared Mistral tokenizer files, but the scopes differ: #46603 is a code move/refactor, while #46604 implements tekken tokenizer support and save utilities. They do not appear to 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 + } + ] +} diff --git a/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/manifest.json b/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1d70d3f76942aefbd3df9f051ab624d448a11a00 --- /dev/null +++ b/snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260617t180027z", + "artifacts": { + "hybrid": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-17T18:13:21Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260617T180027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260617T180027Z/manifest.json b/snapshots/20260617T180027Z/manifest.json index 2351bb1c6d2d9a2f391267f47c4228671d01de58..024e2d4b6e13de63cd7dafb7413c13eb3d7d8523 100644 --- a/snapshots/20260617T180027Z/manifest.json +++ b/snapshots/20260617T180027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 2161 }, "extracted_at": "2026-06-17T18:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260617t180027z", + "runs": { + "hybrid-model-20260617t180027z": { + "analysis_id": "hybrid-model-20260617t180027z", + "artifacts": { + "hybrid": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260617T180027Z/analysis-runs/hybrid-model-20260617t180027z/manifest.json", + "model": null, + "published_at": "2026-06-17T18:13:21Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260617T180027Z", "watermark": {