diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 12defbab4e0cd20a4641ac3aba44bba46efa0d02..37e30ad524781cf93546c5a285ae241d29005495 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": "20260626T060016Z", - "generated_at": "2026-06-26T06:11:58Z", + "snapshot_id": "20260626T120015Z", + "generated_at": "2026-06-26T12:13:37Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,190 @@ } ] }, + { + "cluster_id": "cluster-46894-7", + "summary": "Cluster of 3 issues and 4 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894, + 46897, + 46901 + ], + "pr_numbers": [ + 46895, + 46898, + 46903, + 46916 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46898, + "code_similarity": 0.121, + "size_similarity": 0.483, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.164, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.257, + "size_similarity": 0.851, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.582, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46895, + "right_pr_number": 46916, + "code_similarity": 0.341, + "size_similarity": 0.644, + "file_overlap": 0.4, + "area_overlap": 0.194, + "patch_similarity": 0.162, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 615, + 627 + ], + [ + 639, + 654 + ] + ], + "right_ranges": [ + [ + 637, + 644 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 478, + 490 + ], + [ + 502, + 517 + ] + ], + "right_ranges": [ + [ + 500, + 507 + ] + ] + } + ] + }, + { + "left_pr_number": 46898, + "right_pr_number": 46903, + "code_similarity": 0.127, + "size_similarity": 0.568, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.09, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46898, + "right_pr_number": 46916, + "code_similarity": 0.42, + "size_similarity": 0.75, + "file_overlap": 0.5, + "area_overlap": 0.194, + "patch_similarity": 0.35, + "shared_filenames": [ + "src/transformers/models/florence2/modeling_florence2.py", + "src/transformers/models/florence2/modular_florence2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/florence2/modeling_florence2.py", + "left_ranges": [ + [ + 872, + 878 + ], + [ + 881, + 887 + ], + [ + 904, + 918 + ] + ], + "right_ranges": [ + [ + 902, + 909 + ] + ] + }, + { + "filename": "src/transformers/models/florence2/modular_florence2.py", + "left_ranges": [ + [ + 1580, + 1586 + ], + [ + 1589, + 1595 + ], + [ + 1612, + 1626 + ] + ], + "right_ranges": [ + [ + 1610, + 1617 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46916, + "code_similarity": 0.181, + "size_similarity": 0.757, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.194, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1148,39 +1332,6 @@ } ] }, - { - "cluster_id": "cluster-46894-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 46894, - "canonical_pr_number": 46895, - "issue_numbers": [ - 46894, - 46897 - ], - "pr_numbers": [ - 46895, - 46898 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46895, - "right_pr_number": 46898, - "code_similarity": 0.306, - "size_similarity": 0.875, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.875, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1877,151 +2028,6 @@ } ] }, - { - "cluster_id": "cluster-46504-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46716, - "issue_numbers": [], - "pr_numbers": [ - 46504, - 46563, - 46716 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46504, - "right_pr_number": 46563, - "code_similarity": 0.185, - "size_similarity": 0.923, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46504, - "right_pr_number": 46716, - "code_similarity": 0.2, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46563, - "right_pr_number": 46716, - "code_similarity": 0.69, - "size_similarity": 0.923, - "file_overlap": 1.0, - "area_overlap": 0.571, - "patch_similarity": 0.033, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 13, - 19 - ] - ], - "right_ranges": [ - [ - 14, - 17 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2300,12 +2306,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46897, + 46901 ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2327,15 +2334,6 @@ "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-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2417,30 +2415,22 @@ "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46504-3", - "canonical_pr_number": 46716, + "cluster_id": "cluster-46894-7", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ - 46504, - 46563 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-4", - "canonical_pr_number": 46895, - "duplicate_pr_numbers": [ - 46898 + 46895, + 46898, + 46916 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 5 inbound references.", - "score": 145.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 0 discussion comments plus 7 inbound references.", + "score": 177.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3cff58ff14ea3208e79a58cf62cd5e8a26c240f0..969800ff5b750afdebe143f9f5d711b47d426c5d 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": "20260626T060016Z", - "generated_at": "2026-06-26T06:11:58Z", + "snapshot_id": "20260626T120015Z", + "generated_at": "2026-06-26T12:13:37Z", "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-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:24643", "issue:30277", @@ -98,8 +98,8 @@ "issue:44292|issue:44457", "issue:44841|issue:46661", "issue:43716|issue:46869", - "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:34928|issue:44805", "issue:45859|issue:45902", "issue:45685|issue:46869", "issue:43638|issue:45161", @@ -122,8 +122,8 @@ "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43716|issue:45685", - "issue:41762|issue:43638", "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43828|issue:45685", "issue:43039|issue:43828", @@ -132,379 +132,385 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "69a1dde5d14db1e175d9d0219fc7393b1b9c87a72a3c9619d378d57c0d42f8b4", + "prepared_review_unit_hash": "eb8345a4309c419768dace533694d297f1bf5aaf2a278b73cb2cdb6651e3854b", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46569, - "estimated_input_tokens": 11643, - "estimated_eval_tokens": 23542 + "serialized_chars": 46566, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster. The only clear duplicate subcluster is the ZeRO-3 index-out-of-bounds loading failure centered on 43638, with 43596 and 41762 as close variants. The torch 2.4.1 reports are too underspecified to treat as confirmed duplicates here, and the docs items are thematically related but not the same concrete change.", + "summary": "Mostly heterogeneous issues, with only a few true duplicate pairs: DeepSpeed ZeRO-3 index errors, v5 docs cleanup, and torch 2.4.1 incompatibility. Most other soft matches are broad subsystem similarity rather than the same concrete bug.", "confidence": 0.8, - "canonical_issue_reason": "43638 is the best anchor for the shared ZeRO-3 init bug because it states the index-0-out-of-bounds failure cleanly and matches the same concrete loading error seen in 43596 and 41762.", + "canonical_issue_reason": "issue:43596 is the clearest duplicate cluster anchor: it has the same ZeRO-3 / index-out-of-bounds failure mode as issue:43638, with a concrete reproducible loading path and a specific model class.", "canonical_pr_reason": null, - "best_issue_reason": "43638 is the strongest representative issue for the cluster\u2019s actual duplicate-worthy subcluster; it captures the reusable ZeRO-3 loading failure without being tied to one specific model variant.", + "best_issue_reason": "issue:43596 is the best representative issue in this set because it maps to the strongest duplicate pair and describes a concrete runtime failure that is easy to triage and fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: a missing config attribute vs a streaming chat/completions API problem." + "reason": "Different bugs: Qwen3.5 config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend/device problems: AMD GPU model failure vs an MPS unsupported-op issue." + "reason": "Different hardware/runtime paths: AMD GPU failure vs MPS histogram int limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are device-related, but they are different model paths and different concrete bugs." + "reason": "Different model/backend issues: Gemma/Mistral dtype mismatch vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/autocast mismatch vs AMD device-map failure." + "reason": "Different symptoms and code paths: autocast dtype mismatch vs AMD GPU incompatibility." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Broken official example vs AMD GPU model failure; not the same underlying bug." + "reason": "Different models and failures; no shared concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/backend failures with no shared concrete code path." + "reason": "Different issues: AMD GPU failure vs GraniteMoEHybrid invalid method call." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to the ONNX export error." + "reason": "Both are failures, but unrelated code paths: DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different problems: export failure vs torch-version incompatibility." + "reason": "Different model/export bug vs Qwen3 MoE FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and auto device-map CUDA assert are unrelated." + "reason": "Different problems: ONNX export vs Qwen3 auto device map CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs outdated docs; not the same issue." + "reason": "Different bugs: table QA crash vs outdated RAG examples documentation." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanup from v5 removals, but they refer to different obsolete references and surfaces." + "accept": true, + "reason": "Both are v5 documentation cleanup issues about removed functionality; same underlying docs update can cover both." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure vs GenerationMixin import failure are different bugs." + "reason": "Different failures: ModernBERT ONNX export vs GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training issues with only a loose workflow overlap." + "reason": "Different code paths: TRL SFT embedding unpacking vs resuming training from local model with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Local-resume/trust-remote-code issue is unrelated to multi-GPU device-map failure." + "reason": "Different issues: training resume/local model handling vs YOLO multi-GPU device map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different runtime errors: mask-shape mismatch vs device mismatch." + "reason": "Different runtime errors and subsystems: mask-shape index error vs Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different indexing/shape failures and different code paths." + "reason": "Both mention index/shape errors, but the concrete failures and code paths differ (ZeRO-3 Bert loading vs mask indexing)." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 loading bug is unrelated to the resume-with-remote-code issue." + "reason": "Unrelated: ZeRO-3 Bert loading index error vs training resume/remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different shape/index errors; not the same bug." + "reason": "Similar error wording, but different concrete bug: ZeRO-3 Bert loading vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal input mismatch problems." + "reason": "Different model and failure mode: mask-shape mismatch vs Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model and different error condition." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Different model-loading/training issues with no shared concrete failure." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration bug is unrelated to training-resume behavior." + "reason": "Different failures: tensor mask shape mismatch vs GPT-OSS MoE TP-only problem." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset bug is unrelated to the ONNX export issue." + "reason": "Unrelated: BarkProcessor voice preset bug vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete runtime errors and code paths differ." + "reason": "Both involve DeepSpeed, but the runtime collective mismatch and the Bert index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 loading bug: both report index 0 out of bounds with size 0 during initialization." + "reason": "Same underlying ZeRO-3 index-out-of-bounds bug during Bert loading; same failure class and plausible single fix." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call is unrelated to the GPT-OSS tensor-parallel failure." + "reason": "Different issues: Liger Kernel cross-entropy path vs GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization and LoRA merge/save reproducibility are different bugs." + "reason": "Different symptoms: detokenization regression vs LoRA merge/save output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different inference/runtime issue vs LoRA merge mismatch." + "reason": "Unrelated: Qwen NVFP4 runtime error vs LoRA merge/save inconsistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class error are different problems." + "reason": "Different problems: processor failure for Voxtral vs remote-code config_class AttributeError." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different model families and different device-map failures." + "reason": "Different model/hardware problems; not the same concrete bug." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "FSDP checkpoint recomputation mismatch is unrelated to the mask-shape IndexError." + "reason": "Both are DeepSpeed-related, but one is a weight shape error and the other is a collective mismatch; not the same bug." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Both are DeepSpeed-related, but they are different concrete runtime failures." + "reason": "Different training-time failures: FSDP/checkpoint recomputation mismatch vs mask shape index error." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model class, but different failure modes: CPU offload incompatibility vs uninitialized buffer after materialization." + "reason": "Same module family, but different concrete contexts (CPU offload vs meta->to_empty materialization); not enough to call them the same bug." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "Different hardware/backend issues with no shared bug." + "reason": "Different hardware/runtime issues: MPS histogram op limitation vs multi-GPU device map failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading bug is unrelated to the tensor-parallel MoE failure." + "reason": "Different bugs: ZeRO-3 Bert index error vs GPT-OSS tensor-parallel failure." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Torch version incompatibility is unrelated to the Qwen-3 NVFP4 runtime error." + "reason": "Different areas: FSDP activation checkpointing mismatch vs CustomTrainer API signature regression." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43596", + "right": "issue:45161", "accept": false, - "reason": "Different distributed-training failures." + "reason": "Different issues: ZeRO-3 Bert loading vs GPT-OSS MoE tensor-parallel behavior." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram backend issue." + "reason": "Different bugs: dtype mismatch in Mistral-3 preprocessing/model vs GraniteMoEHybrid invalid method." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Different model-specific runtime errors." + "reason": "Different failures and models; no shared underlying code-path." }, { - "left": "issue:43828", + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different model features: reverse embedding lookup vs video token/feature mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model-specific regressions: Gemma3 config attribute vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Near-identical torch 2.4.1 incompatibility reports; same underlying compatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 problems: device mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different dtype/runtime issues with different models." + "reason": "Different issues: Torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: FSDP/checkpoint tensor recomputation vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths: autocast dtype mismatch vs MPS histogram int limitation." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model pipelines and different failures." + "reason": "Different model failures; no same concrete bug." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different Qwen-family bugs and different failure modes." + "reason": "Different problems: Qwen NVFP4 runtime error vs TRL SFT embedding unpacking." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid-method bug is unrelated to the MPS histogram limitation." + "reason": "Different bugs in different backends; not mergeable as one fix." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model families and different error types." + "reason": "Different model/runtime failures; only broad similarity." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT input-unpacking bug is unrelated to the GPT-OSS tensor-parallel failure." + "reason": "Different issues: TRL SFT embedding handling vs GPT-OSS tensor-parallel behavior." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Different device/backend issues." + "reason": "Different bugs: Liger Kernel cross_entropy dispatch vs TRL SFT embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-out-of-bounds loading failure; the model differs, but the initialization bug appears shared." - }, - { - "left": "issue:43039", - "right": "issue:44918", "accept": false, - "reason": "Different training/inference paths and different errors." + "reason": "Both are ZeRO-3 index errors, but the model/loading paths differ enough that this is not clearly the same bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they cover different removed references and different doc surfaces." + "reason": "Both are v5 docs issues, but they cover different removed features and different documentation locations." }, { "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Same rejection as above: different dtype bug vs MPS backend issue." - }, - { - "left": "issue:43039", - "right": "issue:43828", + "right": "issue:45161", "accept": false, - "reason": "Different bugs and different model paths." + "reason": "Different bugs: autocast dtype mismatch vs GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + "reason": "Unrelated DeepSpeed collective mismatch and trainer signature regression." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue is unrelated to the GenerationMixin import failure." + "reason": "Different failures: FSDP/checkpoint mismatch vs GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU model failure and outdated RAG docs are unrelated." + "reason": "Different topics: GPT-OSS on AMD GPUs vs outdated RAG docs/examples." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different runtime errors with no shared concrete bug." - }, - { - "left": "issue:45800", - "right": "issue:46515", - "accept": false, - "reason": "These both mention torch 2.4.1 incompatibility, but the available descriptions are too thin to confirm the same concrete bug." + "reason": "Different issues: Liger Kernel cross_entropy path vs mask-shape mismatch." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The ZeRO-3 duplicate judgments are well grounded, but the summary overreaches by saying the torch 2.4.1 incompatibility reports also look like true duplicates without actually supporting that with a verdict, and that pair is not clearly justified in the output. The cluster is heterogeneous overall, but the claim about additional duplicate-worthy edges is not conservative enough." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well-supported by the titles/body context: 43596\u219443638 and 45800\u219446515 are clear duplicate-class matches, and 44509\u219444512 is a reasonable docs-cleanup grouping. The remaining soft matches are mostly rejected with appropriately cautious reasoning, and the summary does not overclaim broader duplication beyond the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -520,7 +526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:36010", "issue:39290", @@ -615,20 +621,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "c094a17fc5e06c5526deda751a43a1368c9aec67050720b7106d81145412b9d9", + "prepared_review_unit_hash": "169078e0c2da027a8823e15e5b93c034466b15ab36c6623b63f44c78b30a18d2", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40044, + "serialized_chars": 40042, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -637,270 +643,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and spans many unrelated model-load, config, tokenizer, and runtime regressions. Only a couple of soft edges look like true duplicates: the DeepSpeed ZeRO-3 index-0 loading failure and the v5 AutoTokenizer token-ID regression.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45920 is the best anchor because it captures a broad, clearly described v5 tokenizer regression across multiple models, making it more representative than the narrower Granite-only variant.", + "summary": "This cluster is mostly heterogeneous. I only see two strong duplicate pairs: a broad AutoTokenizer v5 regression and a repeated ZeRO-3 loading IndexError on model init. The rest look like separate model- or subsystem-specific failures.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45920 is the best canonical issue for the tokenizer regression because it states the broad v5 AutoTokenizer wrong-token-ID bug across many models, making it more representative than the narrower Granite-only report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set: broad impact, concrete symptom, and clear regression scope make it the most useful cluster representative.", + "best_issue_reason": "issue:45920 is the strongest representative issue in this set: it captures the broadest, clearest root problem and has the most general applicability among the related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different failure modes: corrupted Ovis2 checkpoint vs. missing text-encoder weights in Sam3Model." + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs missing Sam3 text encoder weights." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version incompatibility, but the concrete problems are different: torch/transformers mismatch vs. USE_DISTRIBUTED=0 breakage." + "reason": "Both mention version compatibility, but one is a general torch/transformers incompatibility claim while the other is a specific USE_DISTRIBUTED=0 regression." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated code paths and symptoms: PaddleOCR-VL loading in vLLM vs. distributed build/runtime support in transformers." + "reason": "Unrelated: PaddleOCR-VL loading in vLLM versus a PyTorch distributed-build regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 loading/init failure pattern with the identical out-of-bounds index-0 signature; likely the same underlying bug." + "reason": "Both report the same ZeRO-3 model-loading IndexError path, just on different model classes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different errors: missing Gemma3 config attribute in vLLM vs. Qwen3 auto device-map cuda assert." + "reason": "Different subsystems and symptoms: missing Gemma3 config attribute in vLLM versus CUDA assert during Qwen3 auto device mapping." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they refer to different documentation regressions and unrelated content." + "reason": "Both are docs issues, but they concern different outdated examples and no shared underlying bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "No shared bug: Float8 storage lookup error vs. distributed support regression." + "reason": "Float8 storage lookup failure is unrelated to the PyTorch distributed support breakage." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different areas: AMD GPU support for GPT-OSS vs. table-question-answering task crash." + "reason": "Completely different areas: AMD GPU model support vs table-question-answering task crash." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different topics: detokenization regression vs. outdated RAG examples." + "reason": "Different problems: detokenization regression versus outdated RAG documentation." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy dispatch issue is unrelated to Qwen3-VL video StopIteration." + "reason": "Liger kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/model-specific, but the failures are different: device mismatch in Gemma4 vs. video feature/token mismatch in Qwen3.5." + "reason": "Different models and code paths: device-map forward mismatch versus chat-template video token mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are unrelated model-path bugs." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4/ModelOpt compatibility are different problem classes." + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct issues." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint loading issue vs. documentation examples issue." + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are regressions in recent versions, but one is remote_code breakage and the other is USE_DISTRIBUTED=0 support; different code paths." + "reason": "Remote-code model breakage is not the same as the PyTorch USE_DISTRIBUTED=0 regression." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer regression: wrong token IDs in v5; 45812 is a model-specific instance of the broader bug in 45920." + "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs; 45920 is the broader report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with different symptoms and likely different root causes." + "reason": "Both are load failures, but on different model families and likely different root causes." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params API incompatibility is unrelated to the distributed support regression." + "reason": "Bitsandbytes Int8Params constructor mismatch is unrelated to distributed support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure and RAG docs issues are unrelated." + "reason": "NVFP4 runtime failure is unrelated to RAG docs." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model families and failure modes differ too much to treat as the same bug." + "reason": "Both mention sliding_window, but the concrete failures and model families differ too much to treat as one bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but the reported shapes and contexts differ; not enough evidence of one root cause." + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-index failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Both involve loading models, but one is a unit-test loading failure and the other is a corrupted checkpoint; no clear shared root cause." + "reason": "Different model-loading failures with no clear shared code path." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash are unrelated." + "reason": "Detokenization regression is unrelated to table QA crashing." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime issue is unrelated to the pydantic config regression." + "reason": "Whisper loading/can't-run issue has nothing to do with PretrainedConfig pydantic fields." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error and torch/transformers incompatibility are different bugs." + "reason": "The ZeRO-3 model-loading bug is not the same as a general torch/transformers compatibility complaint." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure." + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming API failure; too different to merge." }, { "left": "issue:43541", - "right": "issue:46869", + "right": "issue:45685", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different MoE/runtime failures: torch dynamo grouped_mm tracing versus an MPS histogram kernel gap." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime domains with no shared code path." + "reason": "NVFP4 model execution and table QA crashing are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config/vLLM sliding-window issue and Gemma4 device mismatch are different bugs." + "reason": "Gemma3 config attribute failure and Gemma4 device mismatch do not share the same concrete bug." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram op not implemented for Int error." + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram kernel issue." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config error are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and different errors: torch-dynamo grouped_mm vs. MPS histogram support." + "reason": "Different code paths and backends; no shared underlying defect." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both touch MoE-ish model execution, but grouped_mm tracing and autocast dtype mismatch are distinct failures." + "reason": "Both involve MoE models, but grouped_mm tracing and autocast dtype mismatch are distinct bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template-node compilation error are unrelated." + "reason": "Processor loading and template-node compilation are unrelated failures." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "lm_head tying bug and checkpoint corruption are separate issues." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different model-path problems." + "reason": "GraniteMoEHybrid invalid method calls and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the detailed signatures and contexts differ; not enough evidence they share a root cause." + "reason": "Both are IndexErrors, but they arise from different shapes and different loading scenarios." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code model_class/config_class errors are different loader issues." + "reason": "Flash-attn fallback logic and remote-code config_class lookup are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing StableLmConfig field and a generalized pydantic PretrainedConfig regression are not the same concrete bug." + "reason": "Missing pad_token_idx and broken PretrainedConfig pydantic field are different configuration regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch compatibility and Gemma4 device placement are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well supported by the issue titles: the DeepSpeed ZeRO-3 index-0 loading failures and the v5 AutoTokenizer wrong-token-ID regression. The rest of the pairwise rejections are appropriately cautious given the limited evidence." + "feedback": "Grounded overall. The two accepted pairs are supported by the packet titles: 45812/45920 are the same AutoTokenizer v5 regression, and 41762/43596 are both ZeRO-3 index errors during model loading. The remaining soft-edge rejections stay conservative and the cluster summary doesn\u2019t overstate shared root causes." }, "evaluator_used": true, "retried": false, @@ -919,7 +925,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:39186", "issue:40990", @@ -991,32 +997,32 @@ "issue:43716|issue:44918", "issue:39186|issue:44918", "issue:40990|issue:44960", - "issue:45632|issue:45698", "issue:43645|issue:45399", + "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:42915|issue:45399", - "issue:44530|issue:45005", "issue:43873|issue:45005", + "issue:44530|issue:45005", "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:44863|issue:45005", "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "9d16edbb64130966277d981448bcd12abef1cad2822faa4b8213403241b5ea62", + "prepared_review_unit_hash": "08e6edde253c752b2bb70ba4086da9050ead3311602728bba59766af36f1eb25", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36887, + "serialized_chars": 36888, "estimated_input_tokens": 9222, "estimated_eval_tokens": 18700 }, @@ -1025,214 +1031,205 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. The clearest likely duplicate groups are the validation-error pair, the remote-code/custom-module loading pair, and the Qwen3.5 video-input regression pair; most other soft pairs are different bugs in different code paths.", - "confidence": 0.66, - "canonical_issue_reason": "45183 is the broadest root-cause report here: it describes the shared `input_ids`/`inputs_embeds` validation path and naturally subsumes the more specific T5 decoder-validation report.", + "summary": "The cluster is mostly heterogeneous: it mixes unrelated regressions across model loading, multimodal/video handling, tokenizers, quantization, and distributed training. None of the soft pairs look like safe duplicate merges, so I rejected them all.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: it captures recent transformers-version breakage affecting remote-code models and serves as the best umbrella issue for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45698 is the strongest overall issue candidate: it is open, has multiple inbound references, and describes a concrete `from_pretrained`/`save_pretrained` custom-module loading failure with clear user impact.", + "best_issue_reason": "issue:45020 is the best global issue candidate because it is clearly scoped, widely applicable, and more central than the other mostly model-specific regressions in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL loading in vLLM vs adding GGUF support for gpt-oss." + "reason": "Both involve model support/load failures, but one is PaddleOCR-VL loading in vLLM and the other is GGUF gpt-oss architecture support; different code paths and fixes." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Unrelated bugs: int4 quantization memory/OOM vs tied-weights handling in translation models." + "reason": "One is int4 quantization memory/OOM behavior, the other is tied-weights handling on translation models; same broad version theme, not the same bug." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are index errors, but they affect different code paths and symptoms: mask/tensor length mismatch vs TRL SFT embedding unpacking." + "reason": "Both are shape-related runtime failures, but one is a mask/index mismatch and the other is unpacking Qwen3.5 embeddings with TRL SFT; not the same underlying defect." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE issues: torch-dynamo tracing with grouped_mm vs tensor-parallel setup for GPT-OSS MoE." + "reason": "Grouped_mm tracing failure in Mixtral is a different issue from GPT-OSS tensor-parallel support; different model and failure mechanism." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Distinct multimodal/runtime bugs: autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming chat/completions failures." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "No shared code path; one is gpt-oss GGUF architecture support, the other is Qwen3.5 streaming inference." + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference are distinct model/runtime problems." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: `init_empty_weights` argument handling vs pydantic `PretrainedConfig` field breakage." + "reason": "`init_empty_weights` argument handling is a separate initialization bug from pydantic `PretrainedConfig` field compatibility." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic/config-model regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `PretrainedConfig` pydantic regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different shape/indexing bugs in different models and setups." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is zero-sized parameters with DeepSpeed ZeRO-3 and BertModel." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Broad remote-code compatibility breakage vs a specific torch/transformers version incompatibility are not the same bug." + "reason": "Both are version-compatibility complaints, but one concerns remote_code model breakage while the other is a torch/transformers incompatibility; too broad to merge." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal input issues, but image-preprocessor dtype mismatch and video token/feature count mismatch are different failures." + "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as Qwen3.5 video token/feature mismatch in apply_chat_template." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report the same SigLIP2 regression as degraded/incorrect model outputs for the same family, just from different user entry points." + "accept": false, + "reason": "Both mention SigLIP2, but one is a quality/regression comparison and the other is a bad AutoModel/pipeline output bug; not the same concrete issue." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same Qwen3.5-family video-input regression; the apply_chat_template token/feature mismatch is a specific manifestation of the broader broken video path." + "accept": false, + "reason": "Both are video-input regressions, but the affected models and described failure modes differ; not enough evidence for one underlying bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Unrelated bugs: Nemotron example breakage vs YOLO multi-GPU device-map failure." + "reason": "An official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen multimodal issues: `text_config` unwrapping in `from_config` vs uninitialized rotary embedding memory after materialization." + "reason": "Unwrapping `text_config` for composite Qwen multimodal configs is a different bug from uninitialized `inv_freq` after `to_empty(cuda)` materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different loader/initialization failures: DeepSpeed ZeRO-3 index error vs resuming training with trust-remote-code models." + "reason": "DeepSpeed ZeRO-3 initialization and resuming local trust_remote_code training are separate loading/training flows with different failure points." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Different code paths: Flash Attention 2 problem vs remote-code `model_class` missing `config_class`." + "reason": "Flash Attention 2 integration issues are not the same as the remote-code `config_class` AttributeError." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and mechanics: Mistral-3 image dtype mismatch vs Qwen3.5/TRL embedding unpacking." + "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking failure are different multimodal/training bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRL embedding unpacking." + "reason": "FSDP `'weight' must be 2-D` is unrelated to Qwen3.5 embedding unpacking in TRL." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity-on-WikiText and GLM5 are not the same underlying issue." - }, - { - "left": "issue:45632", - "right": "issue:45698", - "accept": true, - "reason": "Both describe the same remote-code/custom-module resolution problem where a local or saved model can resolve the wrong module because the path/cache key is not unique enough." + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model-specific reports with no shared failure mode." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and Flash Attention 2 fallback gating are unrelated." + "reason": "Custom-model Jupyter initialization breakage is unrelated to the FA2 fallback gating issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch trust_remote_code/custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; related area, not clearly the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied `lm_head` weights in Mistral3 is a different model-specific bug from translation-model tied-weights behavior in v5." + "reason": "Both mention tied weights, but they affect different model families and likely different tie-handling code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks are unrelated." + "reason": "Qwen3-MoE FP8Config failure is unrelated to FA2 fallback blocking checks." }, { - "left": "issue:44530", + "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash on Qwen3.5 is not the same as translation-model tied weights." + "reason": "Quantization offloading behavior is not the same as tied-weights handling on translation models." }, { - "left": "issue:43873", + "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weights translation-model issues do not share a concrete code path." + "reason": "PagedAttentionCache linear_attention crash is a separate Qwen3.5 cache/kernel issue, not tied-weights handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to a docs typo about the removed run command." + "reason": "A DSA indexer math issue and a docs typo are clearly unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "These are both documentation/wording problems, but they are different docs changes, not the same bug or change." + "reason": "Cache-strategy typo documentation and removed run-command documentation are different docs issues, not duplicates." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied-weights handling are different failures." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regression in translation models." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Same validation/error-message bug class: the broad XOR `input_ids`/`inputs_embeds` issue clearly covers the T5 decoder-validation report." + "accept": false, + "reason": "Both concern input validation error messages, but one is generic XOR validation across models and the other is T5 decoder-input validation; different code paths." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." - }, - { - "left": "issue:46463", - "right": "issue:46463", - "accept": false, - "reason": "Duplicate self-pair is not considered." + "reason": "DeepSeek-Coder tokenizer output regression and CodeLlama leading-space round-trip regression are distinct tokenizer bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet overall, and the soft-edge accepts are phrased conservatively enough. The canonical issue and best-issue picks are supported by the titles/activity shown." - }, - "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 }, @@ -1247,7 +1244,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:24643", "issue:28530", @@ -1316,8 +1313,8 @@ "issue:43054|issue:43493", "issue:44910|issue:45859", "issue:42947|issue:44387", - "issue:41553|issue:43881", "issue:45663|issue:45902", + "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", @@ -1327,24 +1324,24 @@ "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:43881|issue:43883", "issue:43782|issue:44960", + "issue:43881|issue:43883", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "01ba915be17a8c9fb31dd1834a34d6266fdd205e8e50e5c1b1a8da1aed72eac5", + "prepared_review_unit_hash": "de3e24e06f8a3f169cd52577e28b2cc3354ac1ba8329e5cd824c5e0f81e8d0d8", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37032, + "serialized_chars": 37031, "estimated_input_tokens": 9258, "estimated_eval_tokens": 18772 }, @@ -1353,204 +1350,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated issue reports spanning tokenizer/model-loading regressions, model-specific runtime errors, and a few v5-era regressions. Only a small subset looks like true duplicates, centered on non-persistent buffer materialization and StaticCache sequence-length return-type bugs.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43950 is the strongest anchor because it describes the broad underlying regression in non-persistent buffer handling, and it also matches two close variants in the cluster. The rest of the items are too diverse to support one universal canonical beyond that theme.", + "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: the non-persistent-buffer regression around `from_pretrained`, the `cache.get_seq_length()` return-type bug, and a tokenizer regression affecting DeepSeek-Coder v1 / multiple v5 tokenizers. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "#43950 is the strongest representative of the clearest duplicate subgroup: the Transformers v5 non-persistent-buffer regression. It is phrased broadly and matches the related buffer-corruption reports best.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best issue candidate overall: it is clearly phrased, broad enough to represent the underlying bug class, and has the strongest duplicate-like ties to other items in the set.", + "best_issue_reason": "#43950 is the best issue to anchor the cluster because it describes a broad, concrete regression and has the most direct duplicate matches among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failures: DeepSeek detokenization vs Qwen NVFP4 runtime error. Same broad area, but not the same bug." + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen-3 NVFP4 runtime error." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/training errors. No shared code-path or concrete underlying defect." + "reason": "Unrelated problems: Qwen3.5 embedding unpacking in TRL vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same regression: non-persistent buffers are mishandled / filled with junk in Transformers v5." + "reason": "Same regression: both report Transformers v5 corrupting/filling non-persistent buffers with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example failures are not the same issue as degraded SigLIP2 text embeddings." + "reason": "Different issues: docs/model-processor mismatch and quantization failure vs poor SigLIP2 text embedding quality." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is a different problem from non-persistent buffer corruption." + "accept": true, + "reason": "Same underlying bug: both describe Transformers v5 corrupting non-persistent buffers during loading." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different training/inference paths and unrelated exception types." + "reason": "Different code paths: custom loss signature change vs DeepSpeed ZeRO-3 loading index error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both involve quantization/storage internals, but the concrete failures and code paths differ." + "reason": "Both are quantization-related, but the concrete errors and libraries differ (bitsandbytes Int8Params vs missing Float8 storage)." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different failure modes; no evidence of the same underlying bug." + "reason": "Different symptoms and models: autocast dtype mismatch vs Qwen3.5 RLHF gradient explosion from 3D position IDs." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "These describe the same StaticCache get_seq_length return-type bug, with 46858 being a concrete downstream breakage of the same contract violation." + "reason": "Same cache bug: `cache.get_seq_length()` returns a tensor instead of an int, breaking downstream arithmetic." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-ID regression." + "accept": true, + "reason": "Same tokenizer regression family: both report incorrect tokenization/output in Transformers v5+ after the tokenizer changes." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 quality/discrepancy report; the other is a generic tokenizer-version change issue." + "reason": "Different scope: SigLIP2 embedding quality vs a general tokenization change regression." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Similar model family, but zero probabilities and worse text embeddings are not the same concrete bug." + "reason": "Related model family, but one is zero probabilities and the other is broader embedding degradation; not clearly the same bug." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both point to incorrect handling of non-persistent buffers during loading/materialization; 45902 is a specific manifestation of the same regression." + "accept": false, + "reason": "Both mention bad buffer values, but one is a general `from_pretrained` regression while the other is a specific Qwen3_5MoE `to_empty`/materialization issue." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error reporting for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Different models and errors: Voxtral tokenizer error message vs Molmo missing `all_tied_weights_keys` attribute." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a quality complaint and the other is an implementation discrepancy vs JAX; not the same bug." + "reason": "Both are SigLIP2-related, but one is a quality complaint and the other is an implementation discrepancy with JAX; not the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention illegal-memory-access and CPU-offload incompatibility are different issues." + "reason": "Different specific failures: Flash Attention illegal memory access vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization OOM." + "reason": "Different performance issues: ineffective gradient checkpointing with LoRA vs increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Completely different models and exceptions." + "reason": "Different model-specific bugs: Gemma-4 FSDP2 key error vs Qwen3_5MoE uninitialized rotary embedding memory." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "FSDP2 shared_kv_states rebuilding is unrelated to non-persistent buffer initialization." + "reason": "Different loading failures for different models; no shared underlying bug is evident." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as a specific model load failure." + "reason": "One is about noisy logging, the other is a model loading failure; not the same issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different failures: tokenizer detokenization vs flash_attn import/key lookup on Python 3.13." + "reason": "Unrelated: DeepSeek detokenization vs Python 3.13 flash_attn import lookup." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading, but they are separate model-specific reports." + "reason": "Noisy loading output vs a specific model not loading; not the same underlying problem." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory-related problems with different causes." + "reason": "Different problems in different training paths: LoRA checkpointing vs Qwen3 MoE memory usage." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed weight-dimension error is unrelated to early-stopping metric configuration." + "reason": "Completely different training issues: DeepSpeed weight shape error vs early stopping metric configuration." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code behavior, but one is missing fields in AutoConfig and the other is a broader compatibility regression." + "reason": "Related to remote-code handling, but one is missing fields in AutoConfig and the other is a broader v5 remote_code breakage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Different models and mechanisms: Gemma3 ZeRO-3 loading index error vs Qwen3Moe FP8 config failure." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback gating are separate issues." + "reason": "Unrelated: tokenizer loading regression vs flash-attn2 fallback gating." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Model import failure and bitsandbytes Int8Params API mismatch are unrelated." + "reason": "Different incompatibilities: missing Qwen2_5_VL symbol vs bitsandbytes Int8Params constructor change." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Different model failures with different root causes." + "reason": "Different models and failures: Qwen3VL weight_only load error vs GLM5 issue." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Qwen3VL weight_only loading and GLM5 are unrelated." + "reason": "Different bugs: GLM4V loading failure vs Molmo missing attribute." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram dtype support and Gemma4 device-mapping mismatch are different bugs." + "reason": "Different device/backend errors: MPS histogram on int vs Gemma4 PLE device mismatch on auto device map." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the weak links. The two accepted soft pairs are well supported by their titles, and the canonical issue choice is reasonable for the non-persistent-buffer regression theme. I don\u2019t see any clear overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are well supported by the issue titles/descriptions, especially the non-persistent-buffer regression and the cache.get_seq_length() bug. No mergeability problem is present because there are no PRs." }, "evaluator_used": true, "retried": false, @@ -1569,7 +1566,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:24643", "issue:30064", @@ -1628,8 +1625,8 @@ "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:45715|issue:46315", - "issue:43827|issue:44509", "issue:45488|issue:46489", + "issue:43827|issue:44509", "issue:46894|issue:46897", "issue:43872|issue:46869", "issue:43404|issue:43950", @@ -1637,8 +1634,8 @@ "issue:43872|issue:44291", "issue:45020|issue:46661", "issue:43792|issue:44220", - "issue:41553|issue:44991", "issue:43257|issue:45305", + "issue:41553|issue:44991", "issue:42947|issue:45923", "issue:36331|issue:41093", "issue:43854|issue:44863", @@ -1651,214 +1648,214 @@ "issue:44530|issue:44863", "issue:44863|issue:46402" ], - "prepared_review_unit_hash": "05beb8344f882acafea9c909f11a83a705c7a138ee5eecaac8f42091b4ea8a0c", + "prepared_review_unit_hash": "62b48b9dbeec934177f3a3de422c4f76914f45dfbfd0037b04d2e1f8389a9d53", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 37085, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "serialized_chars": 37084, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The strongest true-duplicate pairs are the docs cleanup issues, the DeepSeek tokenizer regression follow-up, and the training-loss double-shift reports. Most other pairs only share a broad subsystem or error shape and look like different concrete bugs.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45488 is the best canonical anchor for the tokenizer-regression subgroup because it explains the root tokenizer behavior change and broader DeepSeek impact more clearly than the follow-up reports.", + "summary": "Mostly a loose bundle of unrelated transformers regression reports; only a few pairs are true duplicates or near-direct follow-ups. Clear matches are the `_is_hf_initialized` constructor regression, the v5 docs pipeline cleanup, the Qwen3 training-loss double-shift reports, and the Qwen ZeRO-3 weight-loading failures.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43872 is the strongest canonical issue: it\u2019s a concrete, code-path-specific compatibility regression with a clear near-identical follow-up (issue:44291) and an actionable fix surface.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the most representative issue overall in this cluster: it states the underlying failure mechanism, affected family, and user-visible regression clearly.", + "best_issue_reason": "issue:43872 is the best overall anchor for the cluster because it is specific, high-signal, and has the cleanest true duplicate among the candidates; it is a better dedupe representative than the broader umbrella-style reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Same flash-attn vicinity, but one is a Mistral tokenizer regex crash and the other is a fallback-selection check; different failure paths." + "reason": "Different bugs: tokenizer regex patch crash vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code model loading regression vs Gemma4 PLE device-mapping mismatch; not the same bug." + "reason": "Different root causes: remote_code loading regressions vs a device-mismatch forward bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is add-new-model-like / TOKENIZER_MAPPING_NAMES handling, the other is a broad remote_code loading regression; different code paths." + "reason": "Different failure modes in model/tokenizer registration vs remote_code loading." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/LoRA-related behavior, but one is a hf4.x\u2192hf5.x load incompatibility and the other is a gradient-checkpointing warning; not the same underlying issue." + "reason": "Same broad Qwen/LoRA area, but not the same concrete bug or fix." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch vs device_map auto placement mismatch; unrelated concrete failures." + "reason": "Different model/runtime issues: autocast dtype mismatch vs device placement mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code loading break vs Kimi tokenizer codec handling regression; different bugs." + "reason": "Both are tokenizer regressions, but the underlying bugs differ." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different APIs and fixes." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both report the same docs cleanup problem: stale pipeline-task references removed in v5 but still mentioned in documentation." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and code paths." }, { "left": "issue:45488", "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer families, but the reported breakages are not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", "accept": true, - "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek models; the second reads like a follow-up gap in the earlier fix." + "reason": "Same docs cleanup: v5 removed pipeline tasks and both issues point to stale references." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "These are the same training-loss double-shift bug pattern reported on two different models, with the same underlying shift logic at fault." + "reason": "Same training-loss double-shift bug pattern; one generic fix could plausibly cover both." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes Int8Params compatibility issue vs YOLO multi-GPU device_map auto failure; different model-loading problems." + "reason": "Different subsystems: bitsandbytes/init-arg incompatibility vs multi-GPU device-map failure." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head in Mistral3 vs silent corruption of non-persistent buffers; unrelated regressions." + "reason": "Different bugs: lm_head tying vs non-persistent buffer corruption." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve auto-model loading, but one is composite config unwrapping and the other is a remote-code config_class AttributeError; different code paths." + "reason": "Both involve model loading, but the concrete failures are unrelated." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights construction; not the same bug." + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-argument regression during model init/loading." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code models are involved in both, but the failures differ: broad remote_code breakage vs missing config_class in AutoModel.from_pretrained." + "reason": "Remote-code model breakage and missing config_class are different loader problems." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Different audio/model-loading failures: Whisper model cannot run vs _torch_extract_fbank_features issue." + "reason": "Likely related to Whisper audio loading, but not clearly the same bug from the titles alone." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Both touch DeepSpeed, but one is weight loading and the other is gradient averaging." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "DeepSpeed-related, but one is missing Qwen3 MOE weight conversion and the other is GAS gradient averaging with loss kwargs; different bugs." + "reason": "Different tokenizer-loading failures for different models." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient-checkpointing/PEFT issue vs missing supports_gradient_checkpointing on a trust_remote_code model; not the same failure." + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing capability flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer compute_loss signature break vs mask/tensor shape mismatch; unrelated." + "reason": "Unrelated errors: Trainer signature mismatch vs mask/tensor shape mismatch." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared concrete code path is evident." + "reason": "Different model-loading bugs for different architectures." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures in Qwen3-family models, but the variants and missing-weight symptoms differ enough that this looks related, not duplicate." + "accept": true, + "reason": "Same ZeRO-3 weight-loading failure pattern in Qwen-family models; likely one loader bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Bad tokenizer error message for Voxtral vs failure to load cjvt/sleng-bert; different model/tokenizer issues." + "reason": "Both are model/tokenizer loading complaints, but the specific failures differ." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/gradient-explosion problem vs flash_attention crash on sink-less models; different root causes." + "reason": "Different runtime bugs: RLHF gradient explosion vs flash-attention attribute error." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Both show a mask/index shape mismatch, but the reports are too generic and do not establish the same underlying bug." + "reason": "Same error shape family, but not enough evidence that it is the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen regressions, but one is a broad input regression across several models and the other is a specific StopIteration in Qwen3-vl-embedding." + "reason": "Video-input regressions for different model families; not clearly the same defect." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error vs image processor void segmentation map failure; unrelated." + "reason": "Completely different training and image-segmentation issues." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; different code paths and symptoms." + "reason": "Different problems: PagedAttention cache crash vs checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading issues, but they affect different model families and failure modes." + "reason": "Both are loading failures, but for different model classes and causes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are well-supported by the titles/descriptions: docs cleanup, DeepSeek tokenizer regression follow-up, and the training-loss double-shift reports. The rejected soft edges also read as distinct bugs rather than duplicates, with reasons that do not overclaim. " + "feedback": "The cluster summary is grounded in the packet and stays appropriately conservative. The accepted soft pairs are well supported by the titles alone: 43827/44509, 43872/44291, 43940/45313, and 46894/46897 all look like true duplicate or near-direct follow-up patterns. The rejected pairs are phrased cautiously and do not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -1877,7 +1874,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:36010", "issue:38175", @@ -1943,8 +1940,8 @@ "issue:44910|issue:46858", "issue:43716|issue:44560", "issue:43645|issue:43646", - "issue:43550|issue:44910", "issue:44560|issue:45685", + "issue:43550|issue:44910", "issue:42617|issue:43366", "issue:44683|issue:46515", "issue:44560|issue:44918", @@ -1965,20 +1962,20 @@ "issue:38175|issue:39692", "issue:43644|issue:44534" ], - "prepared_review_unit_hash": "e2931603f215ad385ddc2a65d734ff7b8e11f3f087822789415c0a5a8b322819", + "prepared_review_unit_hash": "c2fac74873782cfb09222a8b4acfcc9a5f148d883f4dbaffd16d7713028ffe74", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38343, + "serialized_chars": 38342, "estimated_input_tokens": 9586, "estimated_eval_tokens": 19428 }, @@ -1987,216 +1984,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with a few clear duplicate pockets: the Transformers v5 non-persistent-buffer regression, custom model initialization breakage, and Gemma4 4-bit multimodal dtype-cast failures.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43644 is the strongest canonical issue because it states a broad, concrete Transformers v5 regression and has an exact duplicate in the set (issue:44534).", + "summary": "This cluster is heterogeneous: it mixes several unrelated Transformers v5 regressions (buffer initialization, custom model loading, meta/device-map loading), plus separate model-specific issues for SigLIP2, Gemma4, Qwen, DeepSeek, and others. I only accepted a few soft edges where the titles point to the same underlying bug; most are merely same-subsystem or same-model-family overlaps.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue safely canonicalizes the entire cluster because the items split across multiple unrelated bugs rather than one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best issue anchor for the duplicate cluster since it describes the underlying regression most directly and broadly.", + "best_issue_reason": "issue:43950 is the clearest representative of the repeated Transformers v5 non-persistent-buffer regression; it is concrete, broadly relevant, and matches the strongest duplicate pattern in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different models and failure modes: GGUF/gpt-oss support vs a Phi MoE dtype mismatch." + "reason": "Different bugs: GGUF support for a model architecture vs an autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Both mention loading/runtime breakage, but the concrete problems are unrelated (Bert zero3 index error vs torch 2.4.1 incompatibility)." + "reason": "Unrelated failures: deepspeed ZeRO3/Bert indexing vs a torch 2.4.1 compatibility complaint." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different code paths: Qwen2.5-VL rope index scaling vs Qwen3 MoE rotary embedding uninitialized memory." + "reason": "Different model families and code paths: Qwen2.5-VL rope scaling vs Qwen3.5 MoE rotary embedding uninitialized memory." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated Qwen3-MoE sliding-window bug vs a GGUF gpt-oss support request." + "reason": "GGUF architecture support and Qwen3-MoE sliding-window behavior are not the same bug." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A specific Bert zero3 index error is not the same as a general torch-version incompatibility." + "reason": "ZeRO3/Bert indexing and torch-version incompatibility are separate issues." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild vs device mismatch in PLE." + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device-map mismatch in forward." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + "reason": "Audio track leakage in batched inference is unrelated to Whisper empty-transcription generation." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No underlying overlap beyond being model/runtime issues; one is GGUF support, the other Float8 storage loading." + "reason": "GGUF model support and Float8 storage lookup errors are different problems." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific class vs meta-device loading failures; not the same concrete bug." + "reason": "Importing a missing class is not the same as meta-device loading/offload failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to the Kosmos2.5 long-input index error." + "reason": "Non-persistent buffer corruption and a long-OCR index error do not share the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 config failure is a different issue than meta-device loading breakage." + "reason": "Qwen3-MoE FP8 config failure and meta-loading failures are distinct." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve sequence/cache internals, but the failing mechanics differ: packed-sequence misinterpretation vs device-tensor seq-length arithmetic." + "reason": "Qwen3.5 flash-attn illegal memory access is different from cache seq-length tensor arithmetic on non-CUDA backends." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video StopIteration." + "reason": "Multimodal dtype mismatch for Mistral-3 is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom model initialization regression; the Jupyter-specific report is a manifestation of the broader breakage." + "reason": "Same underlying Transformers v5 custom-model initialization regression; the Jupyter wording looks incidental, not a separate code-path." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Different attention/compile failures on different models; no shared concrete code-path problem." + "reason": "Video parsing StopIteration and MPS histogram-on-Int are unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Completely different subsystems: Qwen3-VL video handling vs MPS histogram on Int in MoE." + "reason": "Bamba SDPA torch.compile failure and Qwen3.5 flash-attn memory access are different concrete failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + "reason": "A failing example script is not the same as GGUF architecture support." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "torch>=2.9 compiled flex_attention failure is not the same as torch 2.4.1 incompatibility." + "reason": "Torch>=2.9 flex_attention regression and torch 2.4.1 incompatibility are opposite-version, unrelated issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 bugs: video processing StopIteration vs SFT embedding unpacking." + "reason": "Video StopIteration and trl SFT embedding unpacking are distinct bugs." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failures are unrelated." + "reason": "GenerationMixin import-path breakage is unrelated to Qwen3-MoE FineGrainedFP8Config." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but on different model families and likely different root causes." + "reason": "Different tokenizer regressions: Granite token IDs vs DeepSeek-Coder v1 output with a PR gap." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to generic torch 2.4.1 incompatibility." + "reason": "Gemma4 PLE device mismatch is not the same as generic torch 2.4.1 incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Config/mapping generation failure is not the same bug as Gemma4 device placement mismatch." + "reason": "Tokenizer-mapping failure and Gemma4 PLE device placement are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same SigLIP2 model, but the reports describe different symptoms and enough distinct behavior to avoid collapsing them." + "accept": true, + "reason": "Both report the same SigLIP2 base model producing wrong/degenerate outputs; the second is a fuller symptom description of the same bug." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and a tensor mask shape mismatch are different failures." + "reason": "Video StopIteration and a mask-shape IndexError are different runtime errors." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both point to the same Gemma4 4-bit multimodal dtype-cast problem affecting audio/vision embedders." + "reason": "Same Gemma4 4-bit quantization / unsafe dtype-cast problem in multimodal embedders; one report is a narrower symptom of the same bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they concern different models and loading paths." + "reason": "Strict config rejecting granite_speech and glm4v config validation changes are not the same issue." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to the Kosmos2.5 OCR index error." + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error do not match." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert initialization failure is unrelated to tokenizer-mapping model registration." + "reason": "ZeRO3 Bert index error and add-new-model-like tokenizer mapping failure are unrelated." }, { - "left": "issue:43596", + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA hf4.x/hf5.x incompatibility and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but they arise in different shapes and loading/training contexts." + "reason": "Tokenizer-mapping logic and mask/tensor shape mismatch are separate bugs." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "gpu+cpu offload dequantized loading and Strix Halo mmap OOM are different memory/load problems." + "reason": "GPU+CPU offload loading failure and Strix Halo mmap OOM are not the same root cause." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same SigLIP2 area, but one is runtime zero probabilities and the other is a documentation-example mismatch/quantization failure." + "reason": "Same model family, but one is incorrect outputs while the other is a documentation example with model/processor mismatch and quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same Transformers v5 non-persistent-buffer corruption regression." + "reason": "Same Transformers v5 non-persistent-buffer corruption regression; the later issue is essentially a renamed duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet and the conservative soft-edge calls look appropriate. The two accepted pairs are plausibly mergeable single-bugfix duplicates (43645/43646 and 45672/46899), and 43644/44534 is an exact duplicate. The summary stays appropriately cautious about the rest being heterogeneous." + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, and the accepted soft edges are conservative duplicate calls based on the same model/bug pattern. No pair is overstated, and the chosen representative issue fits the strongest repeated regression in the set." }, "evaluator_used": true, "retried": false, @@ -2215,7 +2218,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:39692", "issue:41720", @@ -2282,8 +2285,8 @@ "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43856|issue:44387", - "issue:43708|issue:44075", "issue:43854|issue:43931", + "issue:43708|issue:44075", "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:46897|issue:46901", @@ -2297,221 +2300,224 @@ "issue:43425|issue:43957", "issue:41720|issue:44155" ], - "prepared_review_unit_hash": "e1f4a4b90a000be27cd0bb2b103cb9e7b4cfb2feee415f176925f3ba24bc474a", + "prepared_review_unit_hash": "5d240dedc7038a7e273d00218bde6c9c1d4f982bc2e763ed133a50d85b77ebeb", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36098, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a similarity-only grab bag of distinct Transformers bugs/regressions; none of the soft pairs look like the same underlying fix, so there is no safe canonical duplicate target.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue safely covers the cluster: the items span unrelated models, APIs, and failure modes (loading, quantization, training, tokenizer, flash-attn, checkpointing).", - "canonical_pr_reason": "No pull requests are present in the cluster.", - "best_issue_reason": "No clear global best issue exists; the closest candidates are still model-specific and do not subsume the rest of the cluster.", - "best_pr_reason": "No pull requests are present to evaluate.", + "summary": "This set is mostly heterogeneous. The only clear duplicate-like soft edge is the `resize_token_embeddings` regression across model variants; the rest are different models, different APIs, or different failure modes.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the cleanest representative of the shared `resize_token_embeddings` bug: it states the concrete API regression and has a near-identical counterpart in 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best overall issue anchor because it is specific, reproducible, and describes the underlying behavior change rather than a model-specific symptom.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: LoRA compatibility across HF versions vs gemma4 resize_token_embeddings not updating tied embeddings." + "reason": "Different problems: Qwen3 MoE LoRA compatibility across versions vs Gemma4 token-embedding resize behavior." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different failure modes and models: Qwen3 auto device mapping cudaErrorAssert vs Qwen3Moe FP8 config failure." + "reason": "Both are Qwen3-related, but one is an auto-device-mapping CUDA assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated: FP8 config failure on Qwen3Moe vs mmap-related OOM on Strix Halo." + "reason": "Completely different subsystems: Qwen3MoE FP8 config vs Strix Halo mmap/OOM." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Similar surface symptom, but different model targets and likely different loading paths; not enough to treat as one bug." + "reason": "Both are model-load failures, but the titles point to different models and no shared concrete bug is evident from the metadata." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and issues: GLM5 vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and failure modes: GLM5 is not the same issue as Qwen3.5 flash-attention generation breakage." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." + "reason": "Unrelated models and code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan entries." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading behavior and the other is from_config metadata staleness; not the same bug." + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config initialization; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Distinct Qwen3.5 regressions: ZeRO-3 load failure vs incorrect save_pretrained key serialization." + "reason": "Different regressions: ZeRO-3 weight loading vs save_pretrained visual-encoder key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different projects/features: GraniteMoEHybrid invalid method call vs broken official Nemotron example." + "reason": "Different models and errors; no concrete shared code-path is implied." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but for different repos and likely different root causes." + "reason": "Both are tokenizer/model loading issues, but they affect different models and the failure descriptions do not match." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization junk and the other is Jupyter custom-model initialization." + "reason": "Both mention Transformers 5.0, but one is non-persistent buffer initialization and the other is notebook-defined custom model construction." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different problems: LoRA cross-version compatibility vs resize_token_embeddings not updating output embeddings." + "reason": "Different issues: version compatibility for Qwen3 MoE LoRA vs `resize_token_embeddings` not updating output embeddings." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and the other is nonsensical inference results; not clearly the same bug." + "reason": "Same model family, but one is a docs/example mismatch plus quantization failure and the other is wrong outputs with AutoModel/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and failures: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different resource issues: Qwen3 MoE training memory use vs quantization offloading behavior." + "reason": "Both touch memory/quantization, but one is training-memory inefficiency and the other is offloading behavior during quantized loading." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is Qwen3 MoE training memory and the other is a Transformers 5.x int4 reserved-memory regression." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Completely different areas: Trainer resume/max_steps calculation vs optimizer SGD arguments being ignored." + "reason": "Different loading failures on different models; no shared underlying bug is apparent." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Different model-loading failures on different checkpoints and causes." + "reason": "Trainer checkpoint-resume step calculation is unrelated to optimizer argument handling." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different resize_token_embeddings targets and model families; not the same underlying bug." + "reason": "Qwen3 MoE version-compatibility issue is unrelated to the token-embedding resize regression." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different failure class: GLM5 issue vs quantized model save/load corruption after sinq." + "reason": "GLM5 is unrelated to quantized-model save/load corruption after sinq." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same broad pattern but not the same concrete bug or code path; these are model-specific double-shift issues in different architectures." + "reason": "Both describe a double-shift training-loss pattern, but the titles indicate different model implementations with no proof of the same code path." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Related tokenizer regression theme, but one is LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer wrong IDs." + "reason": "Both are tokenizer regressions, but they affect different model families and the specific tokenization bug differs." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes and subsystems: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in serve." + "reason": "Qwen3.5 chat-generation crash and Gemma4Processor serve crash are different bugs." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Different model families and different embeddings not being updated by resize_token_embeddings." + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate updated embeddings/output heads across model variants." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch save/load, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized argument mismatch." + "reason": "Different state/init bugs: extra_state save/load handling vs unexpected `_is_hf_initialized` during init_empty_weights." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs s_aux=None AttributeError." + "reason": "Both involve flash attention, but the concrete failures are unrelated: packed-sequence misinterpretation vs `s_aux=None` AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different model-specific loading failures; only broad symptom overlap." + "reason": "Tokenizer vocab-size mismatch is a different bug from model loading failure on another BERT model." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated: SigLIP2 docs/inference issue vs GLM5 issue." + "reason": "SigLIP2 doc/example issues are unrelated to the GLM5 issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility vs meta-device loading breakage are different regressions." + "reason": "Torch version incompatibility is not the same as `torch.device('meta')` loading breakage." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and mechanisms: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference token/embedding leak." + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 embedding/token leak are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45335, is well-supported by the near-identical `resize_token_embeddings` regression pattern across model variants. The remaining rejects are appropriately cautious given the titles and metadata. No overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2526,7 +2532,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:36010", "issue:39404", @@ -2598,9 +2604,9 @@ "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:45684|issue:45698", - "issue:45588|issue:45663", - "issue:42796|issue:46326", "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45588|issue:45663", "issue:45292|issue:45335", "issue:46894|issue:46901", "issue:44402|issue:44451", @@ -2610,226 +2616,226 @@ "issue:44589|issue:44756", "issue:43425|issue:43828" ], - "prepared_review_unit_hash": "be9b54547357d4655d0a46e9df9bc2be3c871d38765b6ba935576608087d6a20", + "prepared_review_unit_hash": "076000a185757a5ebd2b443d31fb8985769c5eb038d6a4de47ffdc84ffb6d745", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37132, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers bugs across unrelated models and subsystems. Only one near-duplicate family stands out clearly: the resize_token_embeddings propagation bug around Gemma4/output embeddings. Everything else looks like separate issues rather than mergeable duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45276 is the best canonical issue because it describes the resize_token_embeddings propagation problem more completely and subsumes the narrower output_embeddings-only report in 45292.", + "summary": "This cluster is mostly unrelated transformer bug reports, but it does contain two real duplicate subclusters: resize_token_embeddings embedding-tie regressions and training-loss double-shift reports.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the broadest and clearest representative of the resize_token_embeddings regression family, covering both embed_tokens_per_layer and output_embeddings; it can subsume the narrower follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest representative of the only clear duplicate family in the set: it is broader, more actionable, and still concrete about the failing code path.", + "best_issue_reason": "issue:45276 is the best single issue representative in this cluster because it states the shared embedding-resize failure most completely and has the cleanest path to absorb nearby variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states reconstruction vs Qwen multimodal config unwrapping." + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen multimodal text_config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Same symptom class (lm_head tying) but different models and likely different code paths." + "reason": "Both mention untied lm_head weights, but they are model-specific regressions in different code paths; too broad to merge confidently." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both are output-shape/output-field bugs, but they affect different APIs and artifacts." + "reason": "Unrelated output-shape bugs: ModelOutput key assignment vs VideoPrism hidden_states wiring." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 OOM regression." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 OOM from reserved memory; different failures." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." + "reason": "Different problem domains: init_empty_weights argument handling vs Strix Halo mmap OOM." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different subsystems: gradient checkpointing/LoRA vs apex RMSNorm memory leak." + "reason": "PEFT/gradient-checkpointing behavior is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and quantization formats; no shared concrete bug is evident." + "reason": "Loading with init_empty_weights/_is_hf_initialized is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are separate issues." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are separate issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Both are model-specific runtime bugs, but the failure modes and code paths differ." + "reason": "Gemma4 attention KeyError and Qwen3_5Moe CPU-offload rotary embedding are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is quantization memory accounting and the other is mmap on Strix Halo." + "reason": "Both are OOM-related, but one is int4 quantization reserved-memory growth and the other is mmap policy on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Related to gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode prohibition." + "reason": "Gradient checkpointing misuse in eval mode is not the same as LoRA checkpointing being ineffective." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device-mismatch are unrelated bugs." + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated inference/training bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different root causes: meta-device loading vs mmap-related OOM mitigation." + "reason": "Model loading with torch.device('meta') and disabling mmap on Strix Halo are different loading/memory issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 KeyError." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention KeyError are unrelated." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings propagation bug: 45276 is the broader report and 45292 is the narrower output_embeddings manifestation." + "reason": "Same resize_token_embeddings bug family; 45276 is the broader report and 45292 is a narrower manifestation." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but checkpoint loading failure and broken example are not the same concrete bug." + "reason": "NemotronH checkpoint loading and a broken official example may be related by ecosystem, but not clearly the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict granite_speech config loading are distinct issues." + "reason": "Qwen video-input regression and granite_speech config strictness are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and RLHF NaN explosion have different causes." + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + "reason": "extra_state save/load handling is unrelated to mmap OOM behavior." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern custom-model save/load flows, but one is permissions propagation and the other is wrong module resolution." + "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution; different code paths." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Flash-attention sink-less s_aux=None crash is unrelated to the Gemma4 FSDP2 issue." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are separate model-specific problems." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior." + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message logic." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Different models and regressions: GLM-4.7-Flash loading vs Qwen3.5 checkpoint save_pretrained correctness." + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Similar method name, but different model families and embedding targets; not clearly the same underlying bug." + "accept": true, + "reason": "Same resize_token_embeddings failure to update downstream embeddings; 45335 is a model-specific instance of the same bug." }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both mention training-loss double-shift, but they are separate model reports without evidence of the same code path." + "accept": true, + "reason": "Same training-loss double-shift bug: both describe training against already-shifted labels." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch and ScandiBERT loading failure are different issues." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failure are unrelated." + "reason": "Autocast dtype mismatch and meta-device model-loading failures are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init breakage in 5.0.0 is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Custom-model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are distinct issues." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization breakage and extra_state save/load failure are separate bugs." + "reason": "Jupyter custom-model initialization and extra_state save/load handling are different failure modes." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the mmap OOM issue." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM issue." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are different problems." + "reason": "Torch 2.10 incompatibility is broader and different from the Phi-tiny-MoE autocast dtype mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicate pair, issue:45276 vs issue:45292, is well supported by the titles and the high similarity score. The other soft-edge verdicts avoid overstating evidence by requiring more than shared symptoms or broad subsystem overlap. " + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted duplicates are well supported by the titles, and the rejected pairs are framed narrowly enough to avoid overclaiming sameness." }, "evaluator_used": true, "retried": false, @@ -2848,7 +2854,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:36032", "issue:39404", @@ -2857,7 +2863,6 @@ "issue:43452", "issue:43596", "issue:43611", - "issue:43644", "issue:43645", "issue:43716", "issue:43856", @@ -2911,9 +2916,9 @@ "issue:43425|issue:43716", "issue:43425|issue:45823", "issue:43906|issue:44530", - "issue:43901|issue:44509", "issue:44479|issue:44805", "issue:44589|issue:45084", + "issue:43901|issue:44509", "issue:44671|issue:44991", "issue:43994|issue:44079", "issue:44265|issue:44898", @@ -2931,235 +2936,228 @@ "issue:43596|issue:44683", "issue:44164|issue:46821", "issue:44488|issue:44987", - "issue:44488|issue:45081", - "issue:43611|issue:43644" + "issue:44488|issue:45081" ], - "prepared_review_unit_hash": "128b2957d1981f82b1a95edb623a39f5d8a265897bccc8710c40774849252d63", + "prepared_review_unit_hash": "42d96cd555882e9d5e7618551ba107144420157d4e6dc9d0e4f1e14b0ff63295", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37734, - "estimated_input_tokens": 9434, - "estimated_eval_tokens": 19124 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36878, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated Transformers v5 regressions across tokenization, model loading, quantization, docs, and backend-specific behavior. I found no soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue stands out; the items span many different failure modes rather than one shared bug.", + "summary": "This cluster is mostly a collection of unrelated Transformers v5 regressions across tokenizers, model loading, quantization, and multimodal paths. I found no soft-edge pair that clearly refers to the same underlying bug/change, so all candidate merges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45812 is the strongest representative issue: it describes a concrete, high-impact v4\u2192v5 regression with broad tokenizer corruption across all Granite models and clear user-visible fallout.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: there is no common root cause tying these issues together.", + "best_issue_reason": "Issue 45812 is the best overall issue candidate because it is specific, reproducible, and a broad silent regression rather than a narrow edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in slow tokenizers vs CodeLlama encode/decode spacing behavior; different bugs." + "reason": "Both involve tokenizers, but one is a slowdown in convert_tokens_to_ids and the other is a CodeLlama round-trip whitespace regression; different bugs and code paths." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models vs slower convert_tokens_to_ids; same area, different defect." + "reason": "Granite token ID corruption is unrelated to convert_tokens_to_ids performance; same subsystem, not the same bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression vs broad tokenization changes; not the same bug." + "reason": "Whisper return_language pipeline behavior and generic tokenization changes are too broad and do not match the same failure." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior vs from_pretrained inside Python classes; unrelated code paths." + "reason": "Pipeline return_language regression is separate from inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash vs template compilation error; different failure mechanisms." + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs Mistral tokenizer regex patch compile error." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression vs custom model init in notebooks; both v5 issues but not one concrete bug." + "reason": "Both are loading-related, but base_model_prefix loading and Jupyter custom-model initialization are distinct issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "torch>=2.9 flex_attention compilation failure vs Gemma4 device mismatch; unrelated problems." + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device-map forward mismatches." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 compatibility issue vs YOLO multi-GPU device_map_auto failure; not the same underlying bug." + "reason": "Torch version compatibility and YOLO multi-GPU device-map forwarding are not the same underlying bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General Torch version incompatibility vs Mistral-3 dtype mismatch; different causes." + "reason": "Torch 2.10 incompatibility is not the same as Mistral-3 image dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility vs Gemma4 PLE device placement; unrelated." + "reason": "Global torch compatibility and Gemma4 PLE device mismatch are different code-path problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of another issue vs Qwen3.5 cache crash; no evidence of same bug." - }, - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Different documentation regressions affecting different pipeline/task references." + "reason": "An isolated reproduction of another issue is not enough to identify the same bug as the Qwen3.5 cache crash." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen VL video-input regression vs generic mask/index shape error; unrelated." + "reason": "Video-input regression for Qwen models is different from a mask-shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure vs template-node compilation error; different code paths." + "reason": "Float8 storage lookup failure and non-template node compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for est-roberta; different defects." + "reason": "CamemBERT masked-LM prediction regression is not the same as EMBEDDIA tokenizer loading failure." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SIGLIP2 model/pipeline output issue vs ModelOutput key assignment bug; not the same underlying problem." + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment are different defects." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportability bug vs Perceiver interpolation failure; unrelated model behaviors." + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failures." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict vs gguf_file loading breakage; distinct loading issues." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are distinct loading bugs." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression vs MXFP4 quantization fallback; different subsystems." + "reason": "Whisper return_language and MXFP4 fallback on git-oss-20b are separate regressions." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "save/load of sinq-quantized models vs mistral_common continue_final_message bug; unrelated." + "reason": "sinq save/load breakage and mistral_common continue_final_message behavior do not share the same root cause." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/from_pretrained bug vs from_config text_config unwrapping issue; different code paths." + "reason": "extra_state save/load handling and text_config unwrapping in composite Qwen configs are different mechanisms." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Repro issue vs mistral_common tokenizer bug; no shared root cause shown." + "reason": "A reproduction issue and a mistral_common tokenizer bug are not the same concrete defect." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE loading regression and the other is a specific weight-shape mismatch; too different to merge." + "reason": "Both concern Qwen3-VL loading, but one is a broader MoE loading regression and the other is a specific weight-shape mismatch; not enough to merge." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with different stack traces and fixes." + "reason": "Two tokenizer loading failures in different models and different code paths; not the same bug." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch vs unsafe dtype cast in multimodal embedders; different bug classes." + "reason": "Gemma4 device-map forward mismatch differs from the 4-bit dtype-cast problem in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Sequence-classification zero-loss bug vs ASR double-shift training-loss bug; unrelated model heads/tasks." + "reason": "Sequence-classification zero-loss bug and CohereASR training-loss double-shift are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory inefficiency vs Strix Halo mmap OOM workaround; not the same issue." + "reason": "Qwen3 MoE training memory inefficiency is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Sequence-classification loss bug vs Florence2 training-loss double-shift bug; different models and failure modes." + "reason": "Sequence-classification zero-loss bug is not the same as the Florence2 training-loss double-shift regression." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel index error vs flex_attention compilation failure; unrelated." + "reason": "Deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state serialization bug vs TimesFM window_size AttributeError; different APIs." + "reason": "extra_state handling and TimesFM window_size AttributeError are different loading/runtime issues." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two distinct model-loading failures for different checkpoints; no shared root cause evidenced." + "reason": "Loading cjvt/sleng-bert and loading physical-intelligence/fast are separate model-specific failures." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different loading problems: sleng-bert vs Mistral regex patch crash." - }, - { - "left": "issue:43611", - "right": "issue:43644", - "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffers corruption; distinct bugs." + "reason": "Sleng-bert load failure and Mistral regex patch crash are unrelated tokenization/loading issues." } ] }, @@ -3181,8 +3179,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", "issue:39404", @@ -3200,6 +3199,7 @@ "issue:43482", "issue:43541", "issue:43582", + "issue:43611", "issue:43632", "issue:43643", "issue:43644", @@ -3214,9 +3214,7 @@ "issue:44462", "issue:44488", "issue:44530", - "issue:44534", "issue:44661", - "issue:44671", "issue:44683", "issue:44737", "issue:44811", @@ -3234,250 +3232,250 @@ ], "soft_pairs": [ "issue:44462|issue:46489", + "issue:43611|issue:43644", "issue:42796|issue:43404", "issue:46285|issue:46402", "issue:36032|issue:42915", - "issue:39404|issue:44671", + "issue:32090|issue:39404", "issue:43716|issue:45084", "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:43643|issue:44530", "issue:44451|issue:44987", - "issue:42915|issue:44530", "issue:40990|issue:43421", + "issue:42915|issue:44530", "issue:43541|issue:45084", - "issue:43883|issue:44488", "issue:43644|issue:43646", "issue:43582|issue:43632", "issue:34567|issue:40444", "issue:42175|issue:46178", - "issue:44206|issue:44220", + "issue:43883|issue:44488", "issue:40444|issue:46326", + "issue:44206|issue:44220", "issue:44811|issue:45584", "issue:43452|issue:43482", "issue:36032|issue:43645", - "issue:43317|issue:43482", "issue:44987|issue:44991", + "issue:43317|issue:43482", "issue:45084|issue:45507", "issue:43262|issue:43377", - "issue:43883|issue:44991", "issue:43746|issue:46326", - "issue:43646|issue:44534" + "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "7d708b159b28ed4b7f0781f548cf2693eedf20cf6136b4e89849a613f016e1b5", + "prepared_review_unit_hash": "1262685ef501325432e541ae7f372418c4dac55ef07b306d1ab9fb1a4950dfd2", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36651, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 36717, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set, with a few believable duplicate clusters around tokenizer/GGUF/audio loading paths. I only accepted soft edges when the titles point to the same concrete failure path, not just the same subsystem.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44462 is the clearest representative of the tokenizer-loading regression cluster: it states the root behavior directly and is echoed by nearby model-specific reports.", + "summary": "Nearly all candidate edges are false positives: they share broad themes like tokenizers, v5 regressions, or model loading, but not the same concrete bug. The only plausible duplicate is the audio feature-extraction pair around `_torch_extract_fbank_features()` / `LasrFeatureExtractor` center-arg handling.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44206 is the clearest representative of the one likely duplicate pair because it states the specific regression and failure mode; issue:44220 looks like the same audio fbank extraction path but is phrased more generically.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best overall issue to anchor the cluster because it is concrete, broadly applicable, and easiest to map to the shared tokenizer-loading failures seen in the strongest adjacent reports.", + "best_issue_reason": "issue:44206 is the best issue to keep as canonical: it is specific, user-facing, and points to the likely root cause in the feature extractor rather than the downstream crash wrapper.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but 46489 reads as a specific remaining gap after PR #44801 rather than the same bug as AutoTokenizer ignoring tokenizer.json." + "reason": "Both concern tokenizer behavior, but one is about `AutoTokenizer` ignoring `tokenizer.json` while the other is a DeepSeek-Coder v1 output regression on v5+; different failures and likely different fixes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about `base_model_prefix` and the other about non-persistent buffers being filled with junk; different code paths." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different failure modes." + "reason": "Tokenizer BPE-marker handling and Mistral3 `lm_head` weight tying are unrelated bugs." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are unrelated." + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific loading issues." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5Tokenizer method-name conflict and Qwen3Moe FP8 config failure are different bugs." + "reason": "Tokenizer `add_special_tokens` conflict and Qwen3Moe FP8 config failure are unrelated errors." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM output issues are unrelated." + "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` pipeline behavior are separate subsystems and bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and template compilation errors do not share the same code path." + "reason": "Mistral3 image preprocessor dtype mismatch is unrelated to a template-node compilation error." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange placement and Qwen offload incompatibility are separate device-related bugs." + "reason": "Both involve device placement, but XLNet positional encoding on CPU and Qwen rotary embedding CPU offload are different model/code-path problems." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping registration failure and compiled flex_attention regression are unrelated." + "reason": "`add-new-model-like` mapping logic and compiled `flex_attention` on torch >=2.9 are unrelated failures." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different failures." + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is not the same bug as PagedAttentionCache rejecting `linear_attention` groups." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but the titles do not indicate the same underlying bug or path." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are distinct issues." + "reason": "Both are loading regressions, but they target different models and symptoms; no clear shared concrete code defect." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor update are not the same bug." + "reason": "High perplexity on one model and runtime tokenizer post-processor updates are not the same issue." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and template compilation error are unrelated." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache group-type crash are different model/runtime problems." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer loading for a specific model are different problems." + "reason": "Torch dynamo tracing failure in Mixtral and template-node compilation failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "The buffer-junk regression and the broad custom-model initialization failure may be related in theme, but the concrete bug is not the same from the titles alone." + "reason": "Non-persistent buffer junk and custom model initialization regressions are related to v5 but not the same concrete bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are distinct regressions." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and Qwen2.5-VL multi-image IterableDataset failures are different areas." + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing tensorflow backend in pip extra and missing tensorflow_text in BACKENDS_MAPPING are related packaging/backend themes, but not the same bug." + "reason": "Missing TensorFlow in the `.[torch]` install extra and missing `tensorflow_text` in backend mapping are packaging issues, but not the same bug." }, { - "left": "issue:44206", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction path; one names the unsupported center arg, the other names the failing _torch_extract_fbank_features call." + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and failure to load `cjvt/sleng-bert` are separate model-loading issues." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image finetuning failure and continue_final_message tokenizer bug are unrelated." + "reason": "Multi-image iterable dataset failure and `continue_final_message` on mistral_common tokenizers are different features and failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path: a `center`/fbank handling regression that crashes in `_torch_extract_fbank_features()` and surfaces through `LasrFeatureExtractor`." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper decode skip_special_tokens and empty-transcription generation after align_special_tokens are similar in topic but not clearly the same underlying failure." + "reason": "Whisper `batch_decode` skipping special tokens and empty-transcription generation after `align_special_tokens` are different decoder behaviors." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both are GGUF/from_pretrained loading failures in Transformers v5, with 43482 appearing to be the same loader regression on a specific model." + "accept": false, + "reason": "GGUF loading breakage for auto loaders and Qwen2.5-GGUF failures in v5 are both loader regressions, but not the same concrete defect." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and custom model initialization in notebooks are unrelated." + "reason": "Tokenizer special-token method conflicts and custom-model initialization in notebooks are unrelated." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "device_map/offload dequantized-model loading and GGUF loading are different code paths." + "reason": "Both involve model/tokenizer loading on v5+, but the affected repos and failure modes differ and there is no clear shared root cause." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Both are model/tokenizer loading failures, but the titles do not show the same concrete root cause." + "reason": "Dequantized model offload failure and GGUF loading failure are distinct loading paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template-node compilation errors and GraniteMoEHybrid invalid method calls are different bugs." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate default and MIMI padding-mask batching bug are different issues." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Missing tied-weights attribute and tokenizer load failure for a different model are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different issues." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and continue_final_message tokenizer behavior are different bugs." + "reason": "PEFT adapter loading in GraniteSpeech and mistral_common `continue_final_message` behavior are unrelated." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are too broad to treat as the same concrete bug without stronger evidence." + "reason": "Missing tied-weights metadata and tokenizer loading failures for a specific model are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are the strongest same-path matches (audio feature extraction and GGUF loading), while the rejected pairs mostly differ by title-level failure mode. No obvious overstatement of evidence or mergeability issue." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:44206 vs issue:44220, is a plausible same-bug audio feature-extraction duplicate based on the titles. The remaining rejections are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -3496,7 +3494,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28530", "issue:34567", @@ -3511,16 +3509,16 @@ "issue:43425", "issue:43531", "issue:43540", + "issue:43611", "issue:43632", "issue:43645", - "issue:43716", + "issue:43646", "issue:43742", "issue:43792", "issue:43819", "issue:43994", "issue:44008", "issue:44062", - "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -3531,7 +3529,6 @@ "issue:44534", "issue:44589", "issue:44610", - "issue:44683", "issue:44849", "issue:44877", "issue:44987", @@ -3548,14 +3545,15 @@ "issue:46899" ], "soft_pairs": [ + "issue:43646|issue:44534", "issue:45084|issue:46869", "issue:43792|issue:46869", "issue:44403|issue:45081", "issue:43645|issue:44534", "issue:44849|issue:45325", "issue:43377|issue:43819", - "issue:44464|issue:45987", "issue:43404|issue:44466", + "issue:44464|issue:45987", "issue:44008|issue:46899", "issue:43994|issue:44610", "issue:44987|issue:45081", @@ -3565,238 +3563,234 @@ "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:44265|issue:44610", - "issue:43089|issue:45987", "issue:42915|issue:44589", + "issue:43089|issue:45987", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:43632|issue:46821", - "issue:45216|issue:45357", "issue:36032|issue:41720", + "issue:45216|issue:45357", "issue:44991|issue:46315", "issue:43531|issue:44877", "issue:43425|issue:44403", "issue:43296|issue:43531", - "issue:43716|issue:46899", - "issue:44220|issue:44683" + "issue:43611|issue:44534" ], - "prepared_review_unit_hash": "cf7d58429d91b876855fa74b4e07da1e534cfb5207aa44c16b1781ec2b078cc1", + "prepared_review_unit_hash": "075524ff8a534b513eee92c62c4faae68d6adde75cc8eeb55c4a5644712149cc", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36727, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "serialized_chars": 36206, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster. I found one clear duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; the rest are different bugs/regressions in different models or code paths.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45216 is the broader primary report: Qwen3.5 save_pretrained writes an incorrect checkpoint starting in 5.4.0. issue:45357 looks like a later, narrower follow-up that pinpoints one symptom (incorrect visual encoder keys) of the same save_pretrained regression.", + "summary": "The set is a mixed bag of largely unrelated Transformers bugs. None of the soft pairs look like true duplicates or the same concrete fix, so I reject them all. If one issue must be used as the representative center, 45081 is the most concrete and actionable candidate.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45081 is the strongest representative: it has a concrete tokenizer crash, explicit traceback context, and multiple inbound references, making it the most actionable issue in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best canonical issue because it captures the underlying regression at the highest level and predates the more specific follow-up.", + "best_issue_reason": "45081 is the best overall tracking issue because it is specific, reproducible, and likely to anchor discussion/fixes better than the more vague or model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: custom model init in notebooks vs non-persistent buffer initialization. Same major version context, not the same underlying issue." + }, { "left": "issue:45084", "right": "issue:46869", "accept": false, - "reason": "Different failures and subsystems: a compile/template-node error vs multi-GPU auto device-map failure on YOLO." + "reason": "Unrelated failures: template-node compilation error vs YOLO auto device-map multi-GPU failure." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Unrelated models and symptoms: Whisper runtime failure vs YOLO multi-GPU device-map crash." + "reason": "Different model paths and symptoms; Whisper runtime failure is not the same bug as YOLO multi-GPU device mapping." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is about noisy logging during model load; the other is a tokenizer regex patch crash. Different bugs." + "reason": "One is about noisy loading logs; the other is a tokenizer regex crash. Not the same code-path problem." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but the concrete problems differ: notebook custom-model init vs non-persistent buffers being filled with junk." + "reason": "Notebook custom-model initialization issue vs buffer corruption on load; related to v5 regressions, but not the same bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen models and different code paths: output_hidden_states behavior vs rope-index/position-id scaling." + "reason": "Different regressions in Qwen family: hidden-states handling vs RoPE temporal \u0564\u056b\u0580 position scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both concern audio model consistency, but one is missing padding-mask support in MIMI encoder and the other is DAC from_latents vs forward mismatch with missing STE." + "reason": "Both are audio-model bugs, but they affect different models and different mechanisms (padding-mask batching vs STE/latents mismatch)." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is not the same bug as StaticCache.get_seq_length returning a tensor instead of an int." + "reason": "Both mention weight tying, but one is a model-definition bug and the other is a device-dependent serialization regression." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Shared lm_head terminology, but one is a weight-tying bug in Mistral3 and the other is device-dependent serialization inconsistency." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache returning the wrong type for sequence length." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Different multimodal failures: Gemma3n variable collision vs Gemma4 unsafe dtype cast under 4-bit quantization." + "reason": "Different multimodal model failures: variable name collision in Gemma 3n vs unsafe dtype casting in Gemma4 quantized embedders." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and different symptoms: Siglip2 nonsensical outputs vs OmDet-Turbo processor/model resolution mismatch." + "reason": "Different symptoms and model stacks; bad SigLIP2 outputs are not the same underlying problem as OmDet-Turbo input-size mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-loading regression for a specific model is not the same as the Mistral regex patch crash." + "reason": "Loading a specific checkpoint fails for different reasons than the Mistral tokenizer regex crash." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer backend_tokenizer AttributeError." + "reason": "ScandiBERT load failure is unrelated to the Mistral regex backend-tokenizer crash." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated training bugs." + "reason": "Training early-stopping metric resolution and token-count tracking are unrelated Trainer issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different loading/quantization issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument error." + "reason": "Different failures: FineGrainedFP8Config handling vs init_empty_weights/_is_hf_initialized argument incompatibility." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different tokenizer/model-loading failures with no clear shared code path." + "reason": "Tokenizer special-token method conflict and MobileLLM key error are distinct loader issues." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication is a distinct tokenizer construction bug from the EMBEDDIA/est-roberta loading failure." + "reason": "AddedToken constructor conflict is a tokenizer API bug, not the same as loading a particular model checkpoint." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check is a different export-time problem from OmDet-Turbo input-size mismatch." + "reason": "torch.export compatibility with torch_compilable_check is a different problem from a processor producing the wrong image size." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type contract are unrelated." + "reason": "Both involve model/runtime compatibility, but one is FP8 config failure and the other is missing storage-object support in deserialization." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Both mention float8, but one is Qwen3Moe FineGrainedFP8Config failure and the other is missing Float8 storage object; not the same bug." + "reason": "Generation-performance overhead and cache-sequence-length return-type mismatch are not the same bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load segfault and Qwen3OmniMoe video-processing ValueError are different multimodal issues." + "reason": "Different multimodal crashes: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL models, but one is a broad video-input regression and the other is a specific still-image temporal position_id scaling bug." + "reason": "Both concern Qwen VL variants, but one is a video-input regression and the other is a still-image RoPE scaling bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both describe the same underlying Qwen3.5 save_pretrained checkpoint corruption; the later issue narrows it to incorrect visual encoder keys." + "reason": "_is_hf_initialized compatibility break and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Tokenizer load conflict and Qwen3 auto device-map CUDA assert are different failure classes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "These are related to Qwen3.5 save_pretrained regressions, but the reports focus on different incorrect artifacts and are not clearly the same concrete bug." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure for one model and slow convert_tokens_to_ids performance are different tokenizer bugs." + "reason": "Tokenizer load failure for a specific model and slow convert_tokens_to_ids performance are separate issues." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and strict Granite Speech config loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy transformer loading are not the same change or bug." + "reason": "Torch version incompatibility and loading-noise cleanup do not describe the same problem." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are different model-specific regressions." }, { - "left": "issue:43716", - "right": "issue:46899", - "accept": false, - "reason": "Different multimodal dtype/cast bugs in different models; not the same code path." - }, - { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Audio fbank extraction issue and compiled flex_attention failure on newer torch versions are unrelated." + "reason": "base_model_prefix compatibility and non-persistent buffer corruption are different v5 regressions with different code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative. The summary matches the packet: most pairs are clearly different bugs, and the only supported duplicate-like pair is issue:45216 / issue:45357, which the titles and timestamps make plausible as the same Qwen3.5 save_pretrained regression with a narrower follow-up. No overclaiming beyond the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3811,7 +3805,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:33666", "issue:35707", @@ -3821,7 +3815,6 @@ "issue:41720", "issue:42175", "issue:42796", - "issue:43296", "issue:43317", "issue:43377", "issue:43381", @@ -3831,26 +3824,26 @@ "issue:43525", "issue:43531", "issue:43582", - "issue:43611", "issue:43632", - "issue:43646", + "issue:43716", "issue:43746", "issue:43792", "issue:43856", "issue:44079", + "issue:44220", "issue:44291", "issue:44403", "issue:44462", + "issue:44509", "issue:44534", "issue:44568", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", - "issue:44829", "issue:44991", "issue:45081", "issue:45325", - "issue:45479", "issue:45491", "issue:45538", "issue:45542", @@ -3859,27 +3852,28 @@ "issue:45923", "issue:46491", "issue:46710", - "issue:46821", - "issue:46899" + "issue:46899", + "issue:46909" ], "soft_pairs": [ - "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:43716|issue:46899", "issue:40444|issue:45325", "issue:45812|issue:46491", "issue:44403|issue:44991", "issue:43381|issue:45923", - "issue:42796|issue:43746", "issue:43632|issue:44756", + "issue:42796|issue:43746", "issue:43792|issue:44589", - "issue:43404|issue:46899", "issue:33666|issue:40444", + "issue:43404|issue:46899", "issue:40990|issue:44811", "issue:44291|issue:44589", - "issue:41553|issue:43582", "issue:42796|issue:46710", "issue:43482|issue:43525", "issue:35707|issue:40444", "issue:44079|issue:45663", + "issue:41553|issue:43582", "issue:43482|issue:45538", "issue:43421|issue:44568", "issue:43632|issue:44534", @@ -3889,219 +3883,211 @@ "issue:44462|issue:45812", "issue:41720|issue:45081", "issue:44079|issue:44534", - "issue:43377|issue:45491", - "issue:43296|issue:46821", - "issue:44829|issue:45479", - "issue:43611|issue:43646" + "issue:44509|issue:46909", + "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "e2a1da77e45b330c6f2979f0a7626206b2bb2fb446d76dbe8dbe97ad89e2ebc3", + "prepared_review_unit_hash": "394466011fd6bf4651953099007f5ed85e51580bf7d7e0f1ac82c85479519cde", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are model- or tokenizer-specific regressions, with a few broad Transformers v5 initialization/loading breakages. The soft pairs are mostly same-subsystem similarity, not true duplicates of the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring theme: Transformers v5 breaking model initialization/loading paths. It\u2019s more general than the narrower model-specific regressions and best captures the common duplicate-triage axis.", + "summary": "This cluster is mostly a loose collection of transformers regressions and model-specific bugs, especially v5-related tokenizer/model-loading issues, plus a few multimodal training/runtime reports. I don\u2019t see any true duplicate pair among the soft edges; they are related by broad subsystem or version, not the same concrete bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43632 is the broadest, most central transformers-v5 regression in the set: it describes a core initialization flag breakage that can affect many model-loading paths, making it the best umbrella representative for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is broad, user-facing, and central to the repeated v5 initialization breakage pattern.", + "best_issue_reason": "issue:43632 is the best representative issue because it is model-agnostic and version-wide, whereas most other reports are narrower model-specific tokenizer or multimodal failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: `_torch_extract_fbank_features()` is an audio feature extraction issue, while compiled flex_attention on torch>=2.9 is an attention compiler/runtime regression." + }, + { + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; different bugs and fixes." + "reason": "Both mention multimodal dtype problems, but they affect different models and paths: Mistral image preprocessing vs Gemma4 audio/vision 4-bit embedding casts." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL bugs: multi-image iterable dataset fine-tuning failure vs incorrect rope index scaling for still-image positions." + "reason": "Qwen2.5-VL finetuning with multi-image iterable batches is a data/collation failure; the rope-index issue is an inference-time position-id scaling bug." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (Granite token IDs vs CodeLlama leading-space round trip)." + "reason": "These are both tokenizer regressions, but they are different concrete failures: Granite token IDs vs CodeLlama leading-space round-trip behavior." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unrelated tokenizer/loading issues; one is noisy log output during model load, the other is ignoring tokenizer.json for a specific repo." + "reason": "One is generic noisy logging on transformer load; the other is a tokenizer-loading regression for a specific repository/model." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Related to gradient checkpointing, but not the same bug: eval-mode restriction vs missing supports_gradient_checkpointing flag in a trust_remote_code model." + "reason": "Gradient checkpointing in eval mode is a training-mode misuse/guard issue, while the other is a missing capability flag on a trust_remote_code model." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Different model families and failures: tokenizer BPE marker handling vs GraniteSpeech PEFT checkpoint loading." + "reason": "The former is a transformers v5 initialization-flag regression; the latter is a platform-specific mmap/OOM workaround on Strix Halo." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Different regressions entirely: _is_hf_initialized handling vs mmap being disabled on Strix Halo to avoid OOM." + "reason": "Different tokenizer/model-loading bugs: BPE marker handling in Ministral tokenizer vs PEFT-adapter local checkpoint loading in GraniteSpeech." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Both are load/runtime errors, but the causes are unrelated: Whisper model execution vs missing Float8 storage registration." + "reason": "Whisper model execution failure is not the same as the Float8 storage lookup TypeError; they involve different failure points and causes." }, { - "left": "issue:43404", - "right": "issue:46899", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both are multimodal model bugs, but the concrete code paths differ: tied lm_head weights vs unsafe dtype casting in 4-bit embedders." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training topics, but one is generic multi-GPU training and the other is a specific multi-image iterable dataset failure." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43404", + "right": "issue:46899", "accept": false, - "reason": "Same model family, but different problems: multi-GPU training vs multi-image iterable dataset failure." + "reason": "lm_head weight tying in Mistral3 is a model architecture bug; Gemma4 quantization dtype casting is a separate multimodal runtime issue." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "These are not the same bug: perplexity on a text model vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "High perplexity on a language model and Whisper batch_decode skipping special tokens are unrelated bugs in different models and code paths." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are version/runtime errors, but one is init_empty_weights/_is_hf_initialized argument handling and the other is Float8 storage lookup." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "No shared underlying bug; one is a bad AutoTokenizer error for Voxtral, the other is a TypeError in caching_allocator_warmup on Apple Silicon." + "reason": "Both are loading/runtime TypeErrors, but one is an unexpected init_empty_weights argument and the other is missing Float8 storage registration." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Same broad tokenizer/model theme only; one is Ministral tokenizer BPE markers, the other is an accuracy regression in a different model after upgrade." + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to an accuracy regression in DeepSeek after a Transformers upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading failures: Qwen2.5-GGUF compatibility vs missing pad_token_id on Llama4Config." + "reason": "Qwen2.5-GGUF loading failure in v5 and missing pad_token_id on Llama4Config are different model/config regressions." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Both involve generation/training workflows, but the actual bugs are unrelated: inputs_embeds/past_key_values generation vs multi-image VL fine-tuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is an autoregressive cache bug, not the same as finetuning failures on multi-image iterable datasets." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "No duplicate evidence beyond both being model internals bugs; ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are distinct issues." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internal-state issues with different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and a TypeError in caching_allocator_warmup on Apple Silicon are unrelated failures." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/model concerns: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." + "reason": "GGUF loading regression for Qwen2.5 and CLIPTokenizer model_max_length behavior are different tokenizer/loading issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is a specific tokenizer\u2019s add_special_tokens behavior." + "reason": "Runtime special-token post-processor updates are not the same as add_special_tokens failing to inject BOS/EOS for mDeBERTa-v3 in v5." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they hit different code paths: initialization flag handling vs buffer serialization/loading." + "reason": "Both are v5 regressions, but one is init-flag handling and the other is non-persistent buffers being filled with junk; distinct internal bugs." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window behavior vs init_empty_weights receiving an unexpected _is_hf_initialized argument." + "reason": "Sliding-window issues in Qwen3-MoE and unexpected _is_hf_initialized argument in init_empty_weights are unrelated and affect different paths." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both are backend/dependency packaging issues, but they concern different install scenarios and different missing/incorrect backend behavior." + "reason": "Missing TensorFlow in the torch extra and tensorboard-installed-without-TF backend errors are packaging/setup problems, not the same bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Unrelated: device_map auto offload loading failure vs memory inefficiency during Qwen3 MoE training." + "reason": "Dequantized model loading with device_map=auto offload is a loading/offload issue, while Qwen3 MoE training memory usage is a training efficiency problem." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer loading, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models." + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token ID regression both involve tokenizers, but they are different failure modes and models." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different model-specific failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crashing on tokenizer object shape." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 and Mistral regex patch crashes are unrelated model-loading/runtime bugs." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Distinct internals regressions: ModelOutput key handling vs non-persistent buffer filling in v5." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both are batching/padding-related, but the affected models and concrete failure modes differ: MIMI encoder padding mask vs Gemma3 sliding-window NaNs." - }, - { - "left": "issue:43296", - "right": "issue:46821", - "accept": false, - "reason": "Different model bugs: PaddleOCR-VL load failure in vLLM vs TimesFM window_size AttributeError." + "reason": "Key assignment in ModelOutput and junk-filled non-persistent buffers are separate v5 regressions with different mechanics." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Both concern degenerate classification behavior, but they stem from different mechanisms and models: flash_attention_3 training corruption vs num_labels=1 loss collapse." + "reason": "Removed pipeline docs vs broken DIA documentation example are both documentation issues, but they are not the same doc defect or change request." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both are broad Transformers v5 model-loading regressions, but they describe different concrete breakages and are not the same code-path bug." + "reason": "MIMI encoder batch-vs-single mismatch from missing padding mask support is a different bug than Gemma3 NaNs from sliding-window attention/all-padding windows." } ] }, @@ -4123,7 +4109,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:34634", "issue:35707", @@ -4136,13 +4122,14 @@ "issue:42915", "issue:43262", "issue:43296", - "issue:43377", "issue:43454", "issue:43482", "issue:43493", "issue:43550", "issue:43606", + "issue:43611", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4158,26 +4145,28 @@ "issue:44466", "issue:44479", "issue:44488", - "issue:44610", + "issue:44829", "issue:44877", "issue:45072", "issue:45325", "issue:45357", "issue:45381", + "issue:45479", "issue:45584", "issue:45701", "issue:45823", "issue:45834", - "issue:46305", - "issue:46315", "issue:46402", "issue:46821" ], "soft_pairs": [ + "issue:43296|issue:46821", + "issue:43611|issue:43646", + "issue:44829|issue:45479", "issue:43818|issue:46402", "issue:43644|issue:44079", - "issue:43818|issue:45357", "issue:42175|issue:43296", + "issue:43818|issue:45357", "issue:43493|issue:43994", "issue:44265|issue:45072", "issue:40444|issue:45381", @@ -4190,10 +4179,10 @@ "issue:43873|issue:45701", "issue:42796|issue:45381", "issue:43606|issue:44265", - "issue:43881|issue:44488", - "issue:43262|issue:43746", "issue:40990|issue:45584", + "issue:43262|issue:43746", "issue:44479|issue:45823", + "issue:43881|issue:44488", "issue:35707|issue:41720", "issue:43828|issue:46821", "issue:34634|issue:35707", @@ -4201,228 +4190,229 @@ "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43377|issue:44610", - "issue:46305|issue:46315" + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "2dbb593cf709dfd2b0d253fd0167265f4dc87d041bcdb0f5744cd57ebffc417f", + "prepared_review_unit_hash": "abfaf09bac5384ed88b82a469107761894c1f28a51a766fd87ede734edafa126", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36211, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 - }, - "overflow_policy": "truncate_then_skip", + "soft_pair_count": 31, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster. The only plausible duplicate pair is the Qwen2.5-VL position-id regression in video/image handling; the rest are different models, subsystems, or failure modes and should stay separate.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45325 is the clearest representative of the only likely duplicate subcluster: a Qwen2.5-VL temporal/vision position-id bug in the video/image code path.", + "summary": "This cluster is heterogeneous: it contains many unrelated model-loading, multimodal, tokenizer, and runtime-regression bug reports. None of the soft pairs look like true duplicates or mergeable PR-equivalents, so I would not collapse any of them together.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most active bug report in the set (open, high discussion/inbound references), so it is the best anchor for this mixed cluster, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best standalone issue to anchor the cluster because it is concrete, actionable, and matches the one accepted duplicate-like pair.", + "best_issue_reason": "issue:43873 has the strongest standalone triage signal and the widest wording around offloading/quantization, making it the most useful issue to surface from this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different products and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is base_model_prefix loading and the other is custom initialization; different underlying bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate training, but the triggers differ: flash_attention_3 regression vs num_labels=1 / problem_type loss bug." + }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: Video-LLaVA weight/temporal-attention issues vs Sam3Model text-encoder loading." + "reason": "Unrelated models and code paths: Video-LLaVA temporal attention/weight sharing vs Sam3Model text encoder weights not loading." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Unrelated bugs: buffer initialization junk vs ModelOutput key assignment behavior." + "reason": "Different issues entirely: non-persistent buffer junk in v5 vs ModelOutput key assignment with previously None values." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both mention visual weights, but one is missing temporal attention/shared towers and the other is incorrect save_pretrained key serialization." + "reason": "Package/backend installation issue vs model loading failure; no shared concrete bug." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Different domains: packaging/backend inclusion vs vLLM model loading for PaddleOCR-VL." + "reason": "Different model families and symptoms; Video-LLaVA architecture bug vs Qwen3.5 visual encoder save_pretrained regression." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but not enough to prove the same concrete bug; one is HF-vs-JAX discrepancy, the other is a pipeline/AutoModel symptom." + "reason": "Both are SigLIP2-related, but one is HF/JAX implementation discrepancy and the other is nonsensical AutoModel/pipeline results; not the same bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failure paths: torch.export with torch_compilable_check vs bf16 dtype mismatches in inference." + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL bugs: finetuning multiple images per prompt vs video position-id regression." + "reason": "Different Qwen multimodal failures: iterable dataset with multiple images vs video input position-id regression." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL temporal/vision position-id computation bug in the video/image code path, likely the same get_rope_index regression." + "accept": false, + "reason": "Both hit Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 long-OCR index error are separate code paths." + "reason": "Qwen2.5-VL rope/position-id regression is unrelated to Kosmos2.5 OCR long-input index errors." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is a missing weight-tying bug and the other is inconsistent serialization behavior." + "reason": "Both mention lm_head/tied weights, but one is missing weight tying causing bad generation and the other is inconsistent serialization by device." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and errors: FP8 config failure vs GGUF loading failure in transformers v5." + "reason": "Distinct loading failures: FineGrainedFP8Config on Qwen3Moe vs Qwen2.5-GGUF with transformers v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument vs strict config loading are unrelated issues." + "reason": "init_empty_weights/_is_hf_initialized TypeError is not the same as strict config blocking granite_speech config loading." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint-key mismatch is unrelated to Qwen2.5-VL position-id computation." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenizer performance regression are different bugs." + "reason": "Quantization/offloading behavior is different from a general tokenization-version regression." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer BPE-marker handling and video position-id generation are separate bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch in Bark is unrelated to torch.export failures." + "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures on torch_compilable_check models." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Different model-loading failures for unrelated models." + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription failure after align_special_tokens are unrelated symptoms." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription failure are different code paths." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different models and failure modes." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Video-input regression across Qwen models vs Gemma4 device-mapping mismatch are not the same bug." + "reason": "glm-4v-9b loading failure is not the same as failing to load cjvt/sleng-bert." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "BarkProcessor voice_preset failure and progressive generation inputs_embeds/past_key_values are different bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example problems vs Qwen2.5-VL finetuning with multiple images are unrelated." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image fine-tuning failures are separate issues." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying/serialization and Bamba SDPA torch.compile failures are different issues." + "reason": "AyaVision lm_head tying bug and Bamba-9B-v2 torch.compile SDPA failure do not share a concrete code-path problem." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model bugs, but one is offload device mismatch and the other is DAC latent/forward mismatch; not the same code-path problem." + "reason": "Both are model-specific runtime bugs, but device offload mismatch and DAC.from_latents/STE mismatch are different code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export compiler checks." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to torch.export and torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are different failures." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "MIMI padding-mask batch discrepancy and OmDet-Turbo processor/model size mismatch are unrelated." - }, - { - "left": "issue:46305", - "right": "issue:46315", - "accept": false, - "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer speed regression are unrelated." + "reason": "Qwen3 cudaErrorAssert on device mapping and Gemma4 PLE forward device mismatch are different failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The cluster is appropriately described as mostly heterogeneous, and the only accepted soft-edge pair (issue:45325 / issue:45381) is supported by the packet\u2019s titles and shared Qwen2.5-VL position-id/video-path symptoms. The rejected pairs are also stated cautiously without overstating equivalence." - }, - "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 }, @@ -4437,7 +4427,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:26413", "issue:28530", @@ -4456,7 +4446,6 @@ "issue:43450", "issue:43454", "issue:43526", - "issue:43550", "issue:43572", "issue:43720", "issue:43749", @@ -4468,6 +4457,7 @@ "issue:44466", "issue:44534", "issue:44568", + "issue:44610", "issue:44756", "issue:44877", "issue:44898", @@ -4483,12 +4473,14 @@ "issue:45923", "issue:46050", "issue:46209", + "issue:46305", + "issue:46315", "issue:46402", - "issue:46612", - "issue:46821", - "issue:46858" + "issue:46821" ], "soft_pairs": [ + "issue:43377|issue:44610", + "issue:46305|issue:46315", "issue:43257|issue:45923", "issue:44568|issue:45920", "issue:42796|issue:46209", @@ -4498,13 +4490,13 @@ "issue:43454|issue:43720", "issue:40990|issue:42947", "issue:42617|issue:42915", - "issue:43526|issue:43883", "issue:43317|issue:43873", "issue:43749|issue:44534", "issue:43572|issue:45759", - "issue:43881|issue:44991", + "issue:43526|issue:43883", "issue:43322|issue:46050", "issue:41720|issue:43322", + "issue:43881|issue:44991", "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:41720|issue:44977", @@ -4514,227 +4506,219 @@ "issue:43065|issue:46402", "issue:40990|issue:45701", "issue:44877|issue:44991", - "issue:44186|issue:45072", "issue:26413|issue:28530", + "issue:44186|issue:45072", "issue:41720|issue:42617", - "issue:43873|issue:44756", - "issue:43550|issue:43720", - "issue:46612|issue:46858" + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "a3076e7ac5d9ebc321d71751fdf557bd4272a5143a4a2328c0393f126be40621", + "prepared_review_unit_hash": "eb4ee95898a1602b7cf8d939687649b6a0c30a69e4576d1c954c4297498de385", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36991, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports spanning tokenization, loading, quantization, generation, and training. None of the soft pairs look like the same underlying defect closely enough to merge or dedupe, so they should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45920 is the best umbrella issue because it describes a broad v5 regression affecting tokenization across multiple models, making it the most general and reusable tracker in this set.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions across tokenization, loading/offloading, multimodal configs, and quantization. I did not find any soft pair that looks like the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "No clear canonical duplicate for the whole cluster; the issues are heterogeneous and touch different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest canonical issue candidate: it has the widest blast radius, concrete repro scope across several models, and reads like a real cross-model regression rather than a model-specific edge case.", + "best_issue_reason": "issue:45920 is the broadest representative because it describes a version-wide tokenizer regression affecting multiple model families, and it has broader applicability than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: MIMI batching/padding-mask behavior vs OmDet image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated regressions: sliding-window mask off-by-one vs tokenizer lookup performance." + }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different failures: one is MoE weight conversion with accelerate/deepspeed, the other is a missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "Different code paths: MoE weight conversion/loading vs missing gradient-checkpointing flag." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors; one misses BOS/EOS insertion, the other returns wrong token IDs across several models." + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for a specific tokenizer while the other is wrong token IDs across many models." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated code paths and symptoms." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying and bfloat16 dtype mismatch are different model/load-time problems." + "reason": "Weight-tying serialization bug vs bfloat16 dtype mismatch are different problems." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch for Gemma4 PLE is unrelated to TimesFM's missing window_size attribute." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError do not share the same underlying bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding mask support in MIMI encoder is not the same as Perceiver image-resolution handling." + "reason": "Both are batching/shape-related, but they affect different models and different mechanisms." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "One is tied lm_head weight behavior, the other is unpacking packed weights during accelerate loading for BitNet." + "reason": "lm_head tying/serialization is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity drift on a model/dataset setup is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + "reason": "Perplexity regression and ineffective gradient checkpointing with LoRA are distinct issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe fine-grained FP8 config failure are different issues." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "Beit label reduction bug and missing all_tied_weights_keys on Molmo are unrelated." + "reason": "3d_parallel.py failure and FineGrainedFP8Config failure are different runtime paths." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is dequantized-model loading with device_map=auto while the other is a broader quantization/offloading regression." + "reason": "Both mention offloading/quantization, but one is a specific dequantized-model load failure and the other is a broader offloading complaint; not enough to treat as the same bug." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different mechanisms and code paths." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer corruption are separate regressions." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in one config and text_config unwrapping for composite multimodal configs are different fixes." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "GLM-4V loading failure and est-roberta tokenizer loading failure are distinct model-specific issues." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault is unrelated to sinq quantized model save/load corruption." + "reason": "Llava Next loading segfault and sinq save/load breakage are different failure modes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different model/loading failures." + "reason": "Different models and symptoms: Qwen3 device-map cuda assert vs Llava Next segfault." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b load failure and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." + "reason": "Unexpected compute_loss keyword and 3d_parallel.py execution failure are not the same issue." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA reserved-memory regression under int4 quantization is not the same as T5 using a leaky apex RMSNorm implementation." + "reason": "Int4 CUDA memory regression and apex RMSNorm memory leak are separate memory issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen models, but one fails with auto device mapping on A800 and the other with flash-attention generation; different concrete bugs." + "reason": "Different Qwen3.5 problems: device-map assert vs flash-attention generation issue." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Incorrect lm_head serialization and incorrect visual encoder key saving are separate save_pretrained regressions." + "reason": "Serialization of tied lm_head weights and incorrect visual encoder keys are different save_pretrained regressions." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 loading failure are unrelated." + "reason": "compute_loss signature mismatch and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape and version-dependent tokenization are unrelated problems." + "reason": "Video processor batched shape bug and tokenizer version-dependent tokenization differences are distinct." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Model text encoder weights not loading." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different model-loading issues." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a language-model benchmark and tokenization changing across versions are not the same defect." + "reason": "High perplexity on GPT-OSS and tokenization changes across versions are not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are separate loading issues." + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer batching/NER crashes and bfloat16 dtype mismatches in models are different classes of bugs." - }, - { - "left": "issue:26413", - "right": "issue:28530", - "accept": false, - "reason": "Checkpoint-resume epoch iterator failure and early-stopping metric lookup failure are unrelated training-loop issues." + "reason": "LayoutLMv2 tokenizer crashes and bfloat16 dtype mismatches do not share an underlying cause." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device mapping failures and 3d_parallel.py runtime failure do not share the same underlying bug." + "reason": "Qwen3 device-map assert and inability to run 3d_parallel.py are different problems." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior and mmap-induced OOM on Strix Halo are different memory-management problems." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile with SDPA in Bamba and BitNet packed-weight unpacking are unrelated." - }, - { - "left": "issue:46612", - "right": "issue:46858", - "accept": false, - "reason": "Beam-search cache reorder skipping and static-cache seq-length tensor arithmetic are different generation/cache bugs." + "reason": "Quantization/offloading issues on one side and mmap OOM on Strix Halo on the other are distinct." } ] }, @@ -4756,10 +4740,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28530", - "issue:30064", "issue:33666", "issue:36010", "issue:36331", @@ -4780,6 +4763,7 @@ "issue:43606", "issue:43646", "issue:43708", + "issue:43720", "issue:43881", "issue:44008", "issue:44186", @@ -4801,12 +4785,15 @@ "issue:45701", "issue:45823", "issue:46291", + "issue:46612", "issue:46665", "issue:46821", "issue:46858", "issue:46869" ], "soft_pairs": [ + "issue:43550|issue:43720", + "issue:46612|issue:46858", "issue:43577|issue:43708", "issue:43295|issue:45701", "issue:45685|issue:46821", @@ -4817,8 +4804,8 @@ "issue:44734|issue:46858", "issue:44610|issue:44898", "issue:42915|issue:43317", - "issue:44423|issue:45406", "issue:36010|issue:42617", + "issue:44423|issue:45406", "issue:44008|issue:45823", "issue:46821|issue:46869", "issue:45632|issue:45684", @@ -4827,211 +4814,216 @@ "issue:28530|issue:33666", "issue:44671|issue:44743", "issue:43531|issue:43572", - "issue:43526|issue:43881", "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44186|issue:44361", + "issue:43526|issue:43881", "issue:43316|issue:44913", "issue:43425|issue:46821", - "issue:42915|issue:43322", - "issue:28530|issue:30064" + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "c2ffd7035cdf014199b5bd2082a115d67977495ef1e63a96c4b84135e5ec159c", + "prepared_review_unit_hash": "c690b8895385066b54a0f848b7e6417a17bd328e270562e4cbfd902c502135a0", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35529, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and the soft-similarity pairs are all false positives. The paired items usually involve different models, subsystems, or failure modes, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated bugs and feature regressions, so there is no single safe umbrella issue for the cluster.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No best issue for deduplication; none of the issues is a safe representative target for the others.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This cluster is broad and mostly non-duplicate: trainer/config regressions, tokenizer bugs, multimodal loading failures, device-map/offload issues, and several generation/cache edge cases. None of the soft pairs look like the same underlying bug/change, so they should remain separate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 46858 is the closest representative of the repeated generation/cache regression theme and has the strongest conceptual overlap with nearby cache-related reports, but the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46858 is the best single issue to anchor the cluster because it is concrete, technical, and nearer to the recurring cache/generation failures than the other candidates.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are runtime failures around model execution, but one is torch.compile/SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet; different code paths and fixes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is beam-search cache reorder omissions for specific recurrent models while the other is cache length/device-tensor arithmetic in prefill with static cache and torch.compile." + }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation on load is unrelated to Trainer checkpoint-resume max_steps calculation." + "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated bugs in different subsystems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is a v4.57.5 regression around processor.tokenizer/images; the other is a broader tokenization-version behavior report." + "reason": "Both mention regressions, but one is a processor/tokenizer API break for custom multimodal code and the other is a tokenization output change across versions; not the same failure." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram/int MoE failure and TimesFM window_size AttributeError are different models and code paths." + "reason": "A MoE MPS histogram kernel error and a TimesFM window_size AttributeError are unrelated model-specific issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile+SDPA in Bamba and CPU offload device mismatch in bark-small are distinct failures." + "reason": "Both are device/compile-related, but they affect different models and different failure mechanisms (SDPA compile vs CPU offload mismatch)." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet processor image-size mismatch are unrelated bugs." + "reason": "Tokenizer padding/truncation crashes for LayoutLMv2 vs image-size mismatch for OmDet-Turbo; different modalities and root causes." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0 is different from from_pretrained behavior inside Python classes." + "reason": "Both concern custom model loading/initialization, but one is a Transformers 5.0 breaking change and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying issue and Qwen3.5 visual encoder save_pretrained regression affect different model internals." + "reason": "Weight tying in Mistral3 and wrong visual encoder keys in Qwen3.5 save_pretrained are distinct multimodal/model-state bugs." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/serve logic, but one is KV continuation indexing and the other is prefill seq_length arithmetic on non-CUDA backends." + "reason": "Both touch cache handling, but one is KV-cache continuation indexing in serve and the other is get_seq_length returning a device tensor during prefill; different code paths." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation at non-default resolution are different preprocessing/model bugs." + "reason": "Processor resolution mismatch and Perceiver interpolate_pos_encoding failure are both vision-input bugs, but not the same underlying issue." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to device_map=auto offload loading of a dequantized model." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and device_map auto offload failure for a dequantized model are separate quantization/offload problems." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve/processor regressions." + "reason": "GenerationMixin import error and failure to run 3d_parallel.py are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "GenerationMixin import failure has no concrete overlap with the 3d_parallel.py execution issue." + "reason": "Both involve serve/multimodal processor handling, but one is a string-to-device crash in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different Gemma-family bugs with different symptoms." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated models/problems." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation in save_pretrained are different filesystem issues." + "reason": "Cache-path collisions for trust_remote_code and read-only permissions during save_pretrained are different filesystem issues." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and cache seq_length device-tensor arithmetic are not the same bug." + "reason": "Both involve compiled/generation behavior, but one is inconsistent outputs from compiled forward and the other is a cache-length device-tensor arithmetic bug; not the same defect." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are distinct parallelism issues." + "reason": "A800 cudaErrorAssert with auto device mapping and GPT-OSS TP failure are different parallelism/device-placement issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric_for_best_model handling and ImageProcessor void segmentation maps are unrelated." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state reset with cache are different code paths." + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset with cache are different model-specific regressions." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model bugs." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and glm-4v-9b loading failure are not the same underlying defect." + "reason": "Qwen3-MoE sliding_window and StableLmConfig pad_token_idx are separate configuration bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to the kernels v0.15 import-time dependency error." + "reason": "A model-specific FP8 failure and a pipelines import dependency/version error are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3 auto device-map cudaErrorAssert are separate training/runtime problems." + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding and MLukeTokenizer AttributeError are different tokenizer bugs." + "reason": "Different tokenizer crashes with different models and causes; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and glm-4v-9b loading failure are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue concern different config fields and behaviors." + "reason": "Config API discrepancy for Gemma3TextConfig and GPTNeoX rotary_pct reload behavior are separate serialization/config issues." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to TimesFM window_size AttributeError." + "reason": "Torch 2.10 incompatibility and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different models and failure modes." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Trainer early stopping and void segmentation-map processing are unrelated subsystems." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different model/runtime bugs." } ] }, @@ -5053,8 +5045,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5086,9 +5079,7 @@ "issue:44589", "issue:44625", "issue:44898", - "issue:44987", "issue:44991", - "issue:45042", "issue:45059", "issue:45072", "issue:45357", @@ -5105,14 +5096,15 @@ "issue:46858" ], "soft_pairs": [ + "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:43540|issue:43782", - "issue:44492|issue:44509", "issue:43550|issue:43653", "issue:44387|issue:45701", "issue:43873|issue:45704", "issue:30064|issue:34634", + "issue:44492|issue:44509", "issue:43606|issue:43720", "issue:44534|issue:46665", "issue:43531|issue:45759", @@ -5125,219 +5117,224 @@ "issue:43531|issue:46821", "issue:43540|issue:46858", "issue:34634|issue:41720", - "issue:45357|issue:46402", "issue:45759|issue:45859", "issue:44451|issue:44991", + "issue:45357|issue:46402", "issue:43531|issue:44589", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", "issue:44625|issue:45479", - "issue:44898|issue:45072", - "issue:44987|issue:45042" + "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "1b596f587941df8a222a185345f125811d1e7aba048d29d0fc76daa9458f1fa3", + "prepared_review_unit_hash": "7334591a9103e8cd7b23af48819cb229f2c8e63b46494ee90e2925f8b7aca6bc", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36839, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "serialized_chars": 36304, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely related but not duplicate-heavy: most soft edges connect distinct Transformer bugs that only share broad subsystem or version context. The clearest recurring theme is a Transformers v5 regression around buffer/loading behavior, but the provided pairs themselves should be rejected.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44534 is the broadest and most representative report in the set: it clearly describes a core Transformers v5 regression in non-persistent buffer initialization, which is the closest thing to a central bug theme here.", + "summary": "This cluster is mostly a grab bag of unrelated issues across tokenizers, multimodal models, offloading, and docs. The strongest duplicate-like theme is the Transformers v5 non-persistent-buffer regression, so issue 43644 is the best representative issue here.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report and the best representative of the only strong duplicate-style theme in the set (non-persistent buffer corruption in Transformers v5).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the best overall issue candidate because it is concise, version-specific, and describes a general regression rather than a model-specific edge case.", + "best_issue_reason": "issue:43644 is the most general and central bug report among these issues, with wording that matches the broad regression theme better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation-map processing are unrelated subsystems and failure modes." + }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Different failures: CLIP/MacOS bus error vs generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both tokenizer-related, but they describe different bugs and different failure modes." + "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is a T5 special-tokens import conflict; different bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different multimodal Qwen errors; one is video-processing ValueError, the other is from_pretrained weight_only loading." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to stale pipeline-task documentation." + "reason": "Video-processing ValueError in Qwen3OmniMoe and Qwen3VL weight_only load error are different code paths and symptoms." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different code paths: SDPA/torch.compile on Bamba vs BigBird tokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 memory regression is not the same bug as tokenization changes across versions." + "reason": "CUDA memory growth under int4 quantization is not the same bug as tokenization changes across versions." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offload behavior is unrelated to the apex RMSNorm memory leak." + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are distinct problems." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void-segmentation handling is unrelated to BarkProcessor voice_preset loading." + "reason": "Segmentation-map processing and Bark voice_preset handling are unrelated model/processor issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying issue as stale docs mentioning removed pipeline tasks." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but one is device mismatch in Bark and the other is BitNet packed-weight unpacking." + "reason": "CPU offload device mismatch in Bark-small and BitNet packed-weight unloading are different accelerate/loading bugs." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "From_pretrained behavior in Python classes is a different issue from non-persistent buffers being filled with junk." + "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained behavior inside Python classes are not the same code-path issue." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window logic in Qwen3-MoE is not the same as unwrapping text_config for composite configs." + "reason": "Qwen3-MoE sliding_window behavior and unwrapping text_config in composite Qwen multimodal configs are distinct issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different failures: auto device mapping cuda assert vs GraniteSpeech PEFT checkpoint loading." + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash local path warning is unrelated to multimodal token counting video-branch undefined names." + "reason": "Trailing-slash import warning and undefined video-token helper variables are different loading/path vs multimodal-tokenization bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering last-batch truncation is unrelated to SAM3 text/bbox behavior." + "reason": "Metric gathering drops tuple labels in the last batch, which is unrelated to SAM3 text+box behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different serving paths and symptoms: Gemma4Processor missing tokenizer vs Qwen3.5 streaming chat/completions failure." + "reason": "Missing _tokenizer in Gemma4Processor and streaming inference failure for Qwen3.5 are different failures." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Same broad area of model loading, but the concrete bugs are device mismatch vs tokenizer special-token registration." + "reason": "CPU offload device mismatch and tokenizer special-token registration are not the same underlying problem." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking is unrelated to progressive generation with embeddings and cache state." + "reason": "TrainerState token-count tracking and progressive generation with past_key_values are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window logic is unrelated to TimesFM window_size attribute errors." + "reason": "These both mention windowing, but one is Qwen3-MoE sliding window and the other is a TimesFM window_size AttributeError; different models and bugs." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is not the same as cache length returning a device tensor." + "reason": "Video-input processing in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are different issues." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Qwen3.5 visual-encoder save_pretrained keys and Sam3Model text-encoder loading are different model-specific issues." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are separate problems." + "reason": "Unwrapping text_config in composite multimodal configs and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different fixes." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are load failures, but for different models and likely different tokenizer/model resolution paths." + "reason": "Both are tokenizer/loading regressions, but they affect different models and appear to stem from different serialization/tokenizer issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and missing text-encoder weights on load are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding window and Float8 storage lookup failure are unrelated." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to num_labels propagation in Qwen3.5." + "reason": "patchtsmixer post_init allowance and Qwen3.5 num_labels propagation are different config-validation issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption is a different bug than inconsistent from_pretrained behavior inside Python classes." + "reason": "The non-persistent-buffer junk regression is not the same as inconsistent from_pretrained behavior inside Python classes, even though both touch loading." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to loading vesteinn/ScandiBERT." + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer errors." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation and zero-loss classification are different sequence-classification bugs." + "reason": "num_labels propagation in Qwen3.5 is not the same underlying cause as degenerate zero-loss single-label classification across models." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation at non-default resolution is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "A specific model-loading regression is unrelated to PIL backend processors requiring torchvision." + "reason": "Perceiver image-resolution failure and dtype mismatches in bfloat16 inference are unrelated." } ] }, @@ -5359,7 +5356,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:30064", "issue:36010", @@ -5379,10 +5376,8 @@ "issue:43873", "issue:43927", "issue:43994", - "issue:44062", "issue:44186", "issue:44368", - "issue:44488", "issue:44514", "issue:44545", "issue:44610", @@ -5390,7 +5385,9 @@ "issue:44843", "issue:44918", "issue:44936", + "issue:44987", "issue:44995", + "issue:45042", "issue:45081", "issue:45356", "issue:45357", @@ -5411,261 +5408,261 @@ "issue:46858" ], "soft_pairs": [ + "issue:44987|issue:45042", "issue:43381|issue:43844", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:46655|issue:46693", - "issue:43746|issue:46050", "issue:43421|issue:43927", + "issue:43746|issue:46050", "issue:41720|issue:45704", "issue:43381|issue:45704", "issue:42886|issue:44843", "issue:45704|issue:45923", - "issue:44514|issue:44545", "issue:44918|issue:44936", + "issue:44514|issue:44545", "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:43994|issue:44671", - "issue:39692|issue:43493", "issue:43421|issue:43653", + "issue:39692|issue:43493", "issue:46032|issue:46463", - "issue:43782|issue:45381", "issue:43421|issue:44186", + "issue:43782|issue:45381", "issue:45081|issue:45356", "issue:44995|issue:46858", "issue:30064|issue:36010", "issue:45356|issue:45907", "issue:39692|issue:43873", + "issue:43720|issue:43819", "issue:45987|issue:46829", "issue:46829|issue:46832", - "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43295|issue:45834", - "issue:44062|issue:44488" + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "5ec23d7f5990a5c8a6e21431b8a20a60ebd5474438d7f7c2b59663d8b8a02a18", + "prepared_review_unit_hash": "1da9f207072d1ec119832421fe5bcede2d70afacf005244710612af335ebdc41", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37487, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "serialized_chars": 37484, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous noise across tokenizer, processor, cache, loading, and model-specific bugs. The only strong duplicate signal is the 44514/44545 pair, which looks like a clear near-duplicate of the same Qwen2_5_VLProcessor batched-input crash.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44545 is the best canonical issue for the clear near-duplicate pair with 44514; it states the same batched apply_chat_template crash on padding=False and appears slightly more explicit / better surfaced.", + "summary": "The set is mostly a collection of unrelated Transformers issues. I found one true duplicate pair: the Qwen2_5_VLProcessor batched `padding=False` crash (44514/44545). All other soft-similarity candidates look like neighboring subsystem bugs, not the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the best canonical anchor for the only clear duplicate pair: it is the earlier report, and 44545 describes the same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the clearest representative issue in the cluster because it is a concrete, reproducible bug report and the strongest duplicate candidate.", + "best_issue_reason": "Issue 44514 is the strongest overall issue candidate in this set because it is a clean, concrete bug report and has a near-exact duplicate in 44545; the rest are mostly distinct bugs across different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: one is a model-loading regression for physical-intelligence/fast, the other is a PIL backend torchvision dependency issue." + }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different bugs: eval-mode gradient-checkpointing restriction vs ZeRO-3 gradient inflation." + "reason": "Both mention training mechanics, but one is eval-mode gradient checkpointing and the other is ZeRO-3 gradient explosion; not the same bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Unrelated issues: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + "reason": "Both involve Qwen3.5 warnings/regressions, but one is a LoRA tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but the concrete failures differ: docs/example mismatch plus quantization failure vs processor/model image-size mismatch." + "reason": "Both are multimodal processor/model mismatches, but they affect different models and different concrete bugs (SigLIP2 docs vs OmDet-Turbo image size)." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Different code paths: video padding calculation vs FA2 long-context performance regression." + "reason": "Both are performance/processing complaints, but one is a video padding calculation bug and the other is an FA2 long-context performance regression." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Different loading/saving problems: PEFT adapter local checkpoint loading vs quantized model save/load corruption." + "reason": "Tokenizer-related, but one is runtime special-token post-processing and the other is save/load custom token IDs causing generation IndexError." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Related tokenizer area, but not the same bug: runtime special-token post-processing updates vs custom token IDs lost after save/load." + "reason": "Both involve model loading/quantization, but one is PEFT adapter local checkpoint loading and the other is sinq quantized save/load breakage." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different failure modes and subsystems: device-map CUDA assert vs T5 apex RMSNorm memory leak." + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping cuda assert vs T5 silently using apex FusedRMSNorm." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode gradient checkpointing is unrelated to the T5 memory leak." + "reason": "Unrelated bugs: gradient checkpointing in eval mode vs a T5/apex memory leak." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both are offline-related, but one is tokenizer cache loading and the other is an unconditional hub call in _patch_mistral_regex." + "reason": "Both are offline/tokenizer loading related, but one is cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in `_patch_mistral_regex`." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 memory leak is unrelated to the missing supports_gradient_checkpointing flag on a trust_remote_code model." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Clear near-duplicate: same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles differ slightly but the underlying bug matches." + "reason": "Different problems: T5/apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: embedding unpacking with TRL SFT vs evaluate() failing after train()." + "reason": "Different failure modes: TRL SFT input embedding unpacking vs trainer.evaluate() after trainer.train()." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: identical `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash, with the later report effectively duplicating the earlier one." + }, + { + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "Different model-construction bug vs missing gradient-checkpointing capability flag." + "reason": "Composite config handling vs checkpointing flag propagation; these are distinct model-loading issues." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different problems: PEFT local checkpoint loading vs quantization/offloading behavior." + "reason": "Both mention loading/offloading, but one is PEFT local checkpoint loading and the other is quantization/offloading behavior." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-quality complaints, but they concern different models and symptoms." + "reason": "Both are model output quality regressions, but for different models and different causes (SigLIP2 inference mismatch vs CamemBERT MLM predictions)." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "One is a docs/example mismatch and quantization failure; the other is a core HF-vs-JAX implementation discrepancy for SigLIP2." + "reason": "Tokenizer special-token handling is the broad area, but these are different bugs: post-processor update vs BigBird mask token registration." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Related tokenizer internals, but not the same bug: runtime special-token updates vs BigBird mask token registration." + "reason": "Same model family (SigLIP2) but not the same bug: docs/example mismatch and quantization failure vs HF/JAX implementation discrepancy." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different issues: incorrect use_cache results in Mamba2 vs T5 decoder-input error-message wording." + "reason": "Both are runtime correctness issues, but Mamba2 cache/use_cache corruption and T5 decoder input validation error message are unrelated." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both are Qwen/VL issues, but one is a from_pretrained weight_only error and the other is incorrect video vision_position_ids." + "reason": "Tokenizer issues in different code paths: runtime post-processor updates vs LayoutLMv2 NER/batched padding crashes." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different tokenizer bugs: post-processor not updating after special-token edits vs LayoutLMv2 crashes on NER/batching." + "reason": "Both are Qwen/VL related, but one is from_pretrained weight_only loading and the other is video input vision_position_ids in qwen2.5-vl." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Same broad tokenizer/Mistral area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling regression and warning behavior." + "reason": "Both involve Mistral-regex-related tokenizer handling, but one is an AttributeError crash and the other is a Kimi-K2.5 codec/warning regression; not the same concrete bug." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Different cache bugs: stale indexer cache on second forward pass vs device-tensor seq-length arithmetic in static cache." + "reason": "Different cache bugs in different code paths: stale indexer cache on second forward vs `_prefill` static-cache sequence length tensor arithmetic." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processing for void segmentation maps vs an import error for GenerationMixin." + "reason": "Completely unrelated: image processor void segmentation maps vs an ImportError for `GenerationMixin`." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression is unrelated to list_repo_files not forwarding revision." + "reason": "Tokenizer regression vs repository file listing API forwarding; different modules and symptoms." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example issue is unrelated to quantization/offloading behavior." + "reason": "Both touch quantization-ish workflows, but one is SigLIP2 example mismatch and the other is offloading behavior with quantization." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: BitNet packed-weight loading vs DAC `from_latents` / missing STE mismatch." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length contract bug is unrelated to the ImageClassifierOutput hidden_states mixup." + "reason": "Cache length type bug vs video classification output field mismatch; unrelated code paths." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different model-output bug vs RT-DETR forward shape/feature-level mismatch." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Different core bugs: packed weight unpacking during loading vs DAC.from_latents missing STE consistency." + "reason": "Different models and bugs: output object field mismatch in VideoPrism vs RTDetr forward failure when feature levels exceed backbone outputs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both mention loading/tokenizer internals, but one is special-token registration and the other is BitNet packed-weight loading." + "reason": "Both are CI/runtime model issues, but BigBird mask-token registration and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different failures: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Different bugs: AddedToken special-argument TypeError vs model load failure for cjvt/sleng-bert." + "reason": "Both are processor/model loading regressions, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kosmos2.5 long OCR index error." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster read is reasonable, but the verdict on 44514/44545 is a bit too strong for the packet. From the metadata alone they are clearly near-duplicates, but calling them an \"exact duplicate\" and the \"only true duplicate pair\" overstates what is directly supported here because the titles are not identical and the bodies are not shown. Please soften that language to something like \"clear duplicate/near-duplicate\" and keep the rest conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the near-exact 44514/44545 duplicate pair and treats the remaining soft matches as distinct bugs without over-claiming shared root causes. No PR-pair mergeability issue is present here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5681,7 +5678,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:30064", "issue:34634", @@ -5689,7 +5686,6 @@ "issue:36331", "issue:39692", "issue:41720", - "issue:43322", "issue:43335", "issue:43531", "issue:43540", @@ -5706,13 +5702,13 @@ "issue:43819", "issue:43927", "issue:44008", + "issue:44062", "issue:44186", "issue:44220", "issue:44361", "issue:44442", "issue:44448", - "issue:44485", - "issue:44509", + "issue:44488", "issue:44661", "issue:44671", "issue:44821", @@ -5725,7 +5721,7 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45685", + "issue:45584", "issue:45834", "issue:46294", "issue:46665", @@ -5734,14 +5730,15 @@ ], "soft_pairs": [ "issue:43550|issue:44361", + "issue:44062|issue:44488", "issue:43550|issue:43927", "issue:43596|issue:44220", "issue:45381|issue:46693", "issue:43540|issue:46294", "issue:44008|issue:46858", "issue:43531|issue:43643", - "issue:43653|issue:43819", "issue:43611|issue:46665", + "issue:43653|issue:43819", "issue:44220|issue:44661", "issue:44186|issue:44898", "issue:43618|issue:43697", @@ -5751,213 +5748,212 @@ "issue:43550|issue:43819", "issue:43335|issue:43756", "issue:44843|issue:45081", - "issue:44485|issue:44509", "issue:44821|issue:45084", "issue:44186|issue:44442", "issue:39692|issue:45834", "issue:44448|issue:44671", "issue:43540|issue:44008", "issue:43644|issue:43749", - "issue:43322|issue:45685", "issue:34634|issue:36010", - "issue:45183|issue:45479" + "issue:45183|issue:45479", + "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "557557b24343b153cc12e7c4e5577aa764b9bc6adc676b650e7f89f05327722d", + "prepared_review_unit_hash": "40eeecea5cdf190e6032104e6eae2cb331ac30701e9195398e6a7aaf6d4858d0", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36234, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed pairs are mostly loose lexical matches across different models, features, and failure modes. I don\u2019t see a single underlying duplicate bug/change in this cluster, so there is no good canonical issue/PR candidate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, model-loading, training, video/audio, config, and performance bugs. None of the soft-pair candidates appear to be the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are not duplicates of one another and cover many unrelated code paths and models.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No best issue for the cluster overall, because there is no shared root problem tying these issues together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and subsystems: torch.compile/SDPA vs tokenizer/task handling." + "reason": "Different failures and subsystems: Bamba-9B-v2 torch.compile/SDPA vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken construction error and the other is a model/tokenizer load failure for a specific checkpoint." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: SDPA compile failure vs DiaConfig save/load token ID loss." + "reason": "Unrelated bugs: torch.compile with SDPA vs DiaConfig save/load losing custom token IDs." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs audio fbank extraction." + "reason": "Different code paths and model families: Deepspeed zero3 init/BertModel indexing vs _torch_extract_fbank_features." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Different problems: Qwen2.5-VL video position IDs vs FA2 long-context regression." + "reason": "Distinct problems: qwen2.5-vl video position IDs vs FA2 long-context performance regression." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video issues, but the failures are different APIs and different root causes." + "reason": "Both involve video/Qwen, but one is Qwen3OmniMoe input processing and the other is Qwen3.5-9B chat-template token/feature mismatch." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Distinct bugs: Gemma3n variable collision in forward vs cache sequence-length tensor arithmetic." + "reason": "Completely different bugs: Gemma3n variable-name collision in forward vs cache.get_seq_length() returning a device tensor in static cache." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window handling vs AutoConfig trust_remote_code field loss." + "reason": "Different areas: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig returning missing fields." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Different components and symptoms: tokenizer special-token registration vs DAC latent reconstruction." + "reason": "Both concern loading, but one is a Transformers 5 base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Both concern loading behavior, but one is base_model_prefix regression and the other is class-wrapper from_pretrained inconsistency." + "reason": "Tokenizer special-token registration bug vs DAC.from_latents not matching forward pass are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Different features: audio feature extraction vs add-new-model-like generation logic." + "reason": "Different failures: fbank feature extraction issue vs add-new-model-like failing due to TOKENIZER_MAPPING_NAMES placement." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: LayoutLMv2 tokenizer crashes vs Perceiver image classification resolution handling." + "reason": "Different models and symptoms: LayoutLMv2Tokenizer NER/padding crash vs Perceiver non-default resolution classification failure." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different outputs/attributes in different models; not the same concrete bug." + "reason": "Both are output discrepancies, but they affect different models and different outputs; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for a specific repo." + "reason": "Unrelated: Qwen3 auto device mapping cudaErrorAssert vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Completely different areas: image processor segmentation maps vs trainer loss signature." + "reason": "Different domains entirely: image processor void segmentation maps vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection." + "reason": "Both are config-loading related, but one is missing fields under trust_remote_code and the other is strict config blocking granite_speech loading." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different models and mechanisms: Bamba SDPA compile issue vs DAC latent conversion mismatch." + "reason": "Different models and failure modes: torch.compile with SDPA vs DAC latent decoding mismatch." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different model families and distinct config/architecture bugs." + "reason": "Separate model/config bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but distinct failures: offline model_info call vs backend_tokenizer attribute access." - }, - { - "left": "issue:44485", - "right": "issue:44509", - "accept": false, - "reason": "RoPE implementation discussion vs docs cleanup for removed pipelines." + "reason": "Same helper name, but different bugs: unconditional model_info() call in offline mode vs backend_tokenizer AttributeError in regex patching." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different issues: image processor URL loading vs Jinja/template compilation error." + "reason": "Unrelated issues: loading AutoImageProcessor from URL vs TypeError compiling non-template nodes." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash vs auto-tokenizer loading a specific tokenizer class; no shared bug." + "reason": "Different tokenizer problems: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different tasks and symptoms: SigLIP2 docs/quantization issues vs OCR long-input index error." + "reason": "Docs-example errors for SigLIP2 vs long-OCR index error in Kosmos2.5 are not the same bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + "reason": "Different model regressions: Pegasus v4/v5 output difference vs CamemBERT masked LM predictions." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both mention multimodal Qwen/Gemma models, but the actual failures are unrelated." + "reason": "Different multimodal code paths: video input processing in Qwen3OmniMoe vs Gemma3n audio mask attribute collision." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different regressions: non-persistent buffer initialization vs FSDP CPU RAM-efficient loading." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Completely different model/runtime errors: Llava loading segfault vs MoE MPS histogram type issue." + "reason": "Both involve v5/loading behavior, but non-persistent buffer junk and FSDP CPU RAM efficient loading are separate bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Different problems: BarkProcessor voice preset bug vs GenerationMixin import error." + "reason": "Unrelated: BarkProcessor voice_preset issue vs GenerationMixin import error." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation/error-message bug vs sequence-classification loss degeneracy; not the same issue." + "reason": "Different issues: validation error messaging for input_ids/inputs_embeds vs degenerate zero loss with num_labels=1." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR index error are unrelated." } ] }, @@ -5979,11 +5975,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28218", "issue:29159", "issue:42175", + "issue:43322", "issue:43388", "issue:43421", "issue:43540", @@ -6017,7 +6014,7 @@ "issue:45072", "issue:45081", "issue:45381", - "issue:45584", + "issue:45685", "issue:45701", "issue:45834", "issue:45987", @@ -6030,224 +6027,224 @@ "issue:46846" ], "soft_pairs": [ - "issue:45584|issue:45834", "issue:43606|issue:45072", + "issue:43322|issue:45685", "issue:43825|issue:43994", - "issue:43388|issue:46032", "issue:43550|issue:45072", + "issue:43388|issue:46032", "issue:44479|issue:45834", "issue:43782|issue:44977", "issue:43577|issue:43818", "issue:43582|issue:46512", "issue:44991|issue:46291", "issue:43421|issue:44811", - "issue:43950|issue:45987", - "issue:43716|issue:44008", "issue:44561|issue:45020", + "issue:43716|issue:44008", + "issue:43950|issue:45987", "issue:43931|issue:46846", "issue:46294|issue:46463", "issue:43825|issue:43827", - "issue:43540|issue:45381", - "issue:44610|issue:45072", "issue:44805|issue:44936", "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43540|issue:45381", "issue:43720|issue:45072", "issue:43749|issue:44291", - "issue:44671|issue:45701", - "issue:43577|issue:43582", "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", "issue:42175|issue:45081" ], - "prepared_review_unit_hash": "23fdc36de033fc93c6cb59628ebb5e3812b0dee78356375392ce6194bf4e92c8", + "prepared_review_unit_hash": "2d560910181fa43342b8f588ee1a65967c5ff37618e39421ab646a243989b246", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35672, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; most soft-similarity pairs are not true duplicates and appear to cover unrelated bugs, regressions, or adjacent documentation issues. I found no PRs to triage and no pair that clearly shares the same concrete code-path problem.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue is a strong fit because the cluster does not cohere around one underlying bug; if an anchor is needed, issue 43825 is the clearest narrowly scoped report in the set.", + "summary": "These issues span many unrelated tokenizer, model-loading, video, and dtype regressions; none of the soft pairs are safe duplicate merges from titles alone.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43749 has the strongest discussion/inbound-reference signal and is a concrete, high-impact regression in a core loading path, so it is the best issue anchor in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the most actionable, concrete, and self-contained report here; the rest are either broader, more speculative, or clearly on different code paths.", + "best_issue_reason": "issue:43749 is the most triage-worthy standalone issue here because it is broadly impactful, well-discussed, and describes a clear reproducible failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both are runtime errors, but they concern different models and code paths: Whisper empty-transcription generation vs Kosmos2.5 OCR long-input indexing." + "reason": "Different failures: CPU offload device mismatch for bark-small vs bfloat16 dtype mismatch in other models." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different failure modes and subsystems: CPU-offload device mismatch for bark-small vs dtype mismatch in bfloat16 inference." + "reason": "Segmentation fault while loading Llava Next is unrelated to an MPS histogram/int implementation error." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline-v5 error message regression; the other is a model-quality issue for SigLIP2 with AutoModel/pipeline. Not the same bug." + "reason": "One is a pipeline error-message regression about translation support; the other is bad SigLIP2 outputs with AutoModel/pipeline." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Unrelated training/gathering bug vs Mamba2 cache misuse bug; no shared concrete code path." + "reason": "torch.compile/SDPA breakage in Bamba is a different code path than the dtype mismatch issue." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Bamba torch.compile + SDPA failure is distinct from generic dtype-mismatch inference issues in other models." + "reason": "Metric gathering drops labels in the last batch; Mamba2 use_cache produces incorrect sequence results." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing are different models, inputs, and failures." + "reason": "Qwen VL video-input regression is not the same as Kosmos2.5 long-OCR index errors." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error is not the same as Qwen3.5 flash-attention generation failure." + "reason": "from_pretrained weight_only loading failure is distinct from flash-attention generation behavior." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/shared-weight issues are different bugs." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError is a different problem from stale config dtype after from_config()." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to stale model.config.dtype after from_config." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for one model is unrelated to pipelines import failure caused by kernels version/revision requirements." + "reason": "Tokenizer loading for one model is separate from pipelines import failing on a kernels dependency requirement." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor update bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Runtime special-token update bug is not the same as batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained and StaticCache length return-type bug are different loading/cache issues." + "reason": "Removing is_torch_fx_available is one specific breakage; the other is a broader remote_code regression report." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and Gemma 3n variable-name collision are separate model-specific bugs." + "reason": "Dtype mismatch between preprocessor and model is unrelated to a Gemma3n variable-name collision." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Both mention remote_code/trust_remote_code fallout, but one is specifically about removing is_torch_fx_available while the other is a broader regression report." + "reason": "Non-persistent buffer corruption in from_pretrained is a different failure from get_seq_length returning a shape-(1,) tensor." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight shape mismatch at load time and Qwen3.5 TP-plan OOM/shape errors are different issues." + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing tensor-parallel plan entries causing OOM/shape errors." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen video feature/token mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Qwen3.5 video feature/token mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to the v5 pipeline removals, but one is an error-message regression and the other is documentation lag; not the same underlying bug." + "reason": "An incorrect pipeline error message and stale docs references are related but not the same underlying bug/change." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Different video-processing regressions in different Qwen multimodal models with different symptoms." + "reason": "Mask/index shape mismatch is a tensor-shape bug; trainer.evaluate() after train is a separate training-state issue." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Processor size mismatch for OmDet-Turbo is unrelated to dtype mismatch failures." + "reason": "Both are tokenizer-related, but one is about added-token spacing and the other about slow/fast tokenizer inconsistency; too broad to merge." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Mask/index shape error during tensor ops is not the same as trainer.evaluate() failing after train()." + "reason": "Processor image-size mismatch and dtype mismatches are different regressions." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Both are tokenizer-related, but one is specifically about an added-token spacing bug while the other is a broad slow/fast tokenizer inconsistency report." + "reason": "Different video-input bugs in different Qwen/VL models with different symptoms." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatch inference." + "reason": "Packed-weight unpacking during accelerate loading is a different code path than a bfloat16 dtype mismatch." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are both loading-related, but they target different mechanisms and fixes." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading regressions." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "CamemBERT masked LM regression and a broad tokenization-version change report do not describe the same bug." + "reason": "Jupyter custom-model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "One is a dtype propagation issue in Blip2; the other is an Apple Silicon warmup TypeError. Different subsystems and symptoms." + "reason": "BLIP2 dtype issues and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Jupyter custom-model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "CamemBERT MLM prediction regression is not the same as general tokenization changes across versions." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing tensorflow backend in extra install and a tokenizer regex patch crash are unrelated." + "reason": "Packaging/backend install behavior is unrelated to the Mistral regex patch tokenizer attribute error." } ] }, @@ -6269,7 +6266,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:34634", "issue:36010", @@ -6334,218 +6331,224 @@ "issue:43550|issue:44912", "issue:43742|issue:45020", "issue:43329|issue:45600", - "issue:45084|issue:45538", "issue:44060|issue:44368", + "issue:45084|issue:45538", "issue:43526|issue:43697", "issue:43452|issue:44991", - "issue:43526|issue:44554", "issue:43257|issue:43329", + "issue:43526|issue:44554", "issue:43906|issue:46209", "issue:36010|issue:36331", "issue:43819|issue:43927", "issue:36010|issue:43645", "issue:43531|issue:45042", - "issue:42175|issue:46291", "issue:43638|issue:44936", - "issue:43720|issue:44610", - "issue:42490|issue:43257" + "issue:42175|issue:46291", + "issue:42490|issue:43257", + "issue:43720|issue:44610" ], - "prepared_review_unit_hash": "a14e182829a772ee0b4a5d24ff0ebabf90e594a2d5de119dd2ceaeb49594ac42", + "prepared_review_unit_hash": "9c893f05311862645eb10492946a8d58ebb1bb527fb5ac338475c6e18074a1a6", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36523, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not contain a true duplicate set; the suggested pairs are mostly only loosely similar by subsystem, model family, or loading path. I would triage them as separate issues rather than merging.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression report here ('recent transformers versions break models using remote_code'), so it is the best representative if one issue must stand in for the cluster.", + "summary": "This cluster is mostly a similarity bucket, not a duplicate set: the issues span unrelated subsystems (audio, tokenizers, training, loading, vision, and packaging). None of the soft pairs look like the same underlying bug/change or a mergeable PR target.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous, and the soft pairs are mostly false-positive thematic matches rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most general and likely to attract adjacent reports, but the overall cluster is heterogeneous, so this is only a weak canonical choice.", + "best_issue_reason": "No single issue is a good global representative. Issue 45020 is the broadest loading-related item, but it still doesn't cover the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different subsystems and failure modes: audio processor preset handling vs trainer loss signature mismatch." + "reason": "Different subsystems and failure modes: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Both touch model internals, but one is a sys.modules access bug and the other is a CLIP class structure inconsistency." + "reason": "Both touch model loading internals, but one is unsafe sys.modules access and the other is a CLIP class structure inconsistency; not the same bug." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are vision preprocessing bugs, but one is over-padding and the other is wrong patch-count math for a different model." + "reason": "Both are image-processor sizing bugs, but they affect different models and different logic (over-padding vs patch-count calculation)." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration vs quantization/load-format fallback are unrelated bugs." + "reason": "Tokenizer special-token registration is unrelated to quantization fallback behavior." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction / STE behavior." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is DAC forward/from_latents mismatch." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-VL related, but one is a weight_only load error and the other is a rope-index temporal scaling bug." + "reason": "Both involve Qwen VL models, but they are different code paths: weight_only loading vs rope index temporal scaling." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer patching failures in different processors with different missing attributes; not the same concrete fix." + "reason": "Both are tokenizer/processor loading failures, but for different models and different missing attributes/root causes." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a Gemma 4 import break and the other is a continue_final_message behavior bug." + "reason": "Both mention mistral_common, but one is an import error for ReasoningEffort and the other is continue_final_message behavior." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Platform/runtime TypeError on Apple Silicon is unrelated to CUDA AMP loss crashing." + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision dependency handling." + "reason": "Float8 storage lookup failure is unrelated to PIL backend/torchvision dependency requirements." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure is a different code path from MXFP4 quantization fallback." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code regression." + "reason": "A model-specific KeyError on load is not the same as the broad remote_code regression, and they likely need different fixes." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug is unrelated to stale auto_mappings references breaking CI." + "reason": "One is a multimodal token counting bug; the other is an auto_mappings config reference regression." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Template compilation failure has nothing to do with CLIP tokenizer max-length metadata." + "reason": "Both concern tied-weights warnings in Qwen3-family models, but the reported symptoms and likely code paths differ enough that they are not the same concrete bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both mention Qwen tied-weight warnings, but one is a specific mis-tied parameter bug and the other is a LoRA/config warning; not the same fixable code path." + "reason": "Template-node compilation error and CLIPTokenizer max_length behavior are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEIT label reduction bug is unrelated to RTDetrV2 output differences." + "reason": "BeitImageProcessorFast label reduction is unrelated to RTDetrV2 output drift in v5." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but gguf_file handling and tokenizer loading for a specific repo are different problems." + "reason": "Both are loading failures, but gguf_file support and EMBEDDIA/est-roberta tokenizer loading are different problems." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Label reduction in an image processor is unrelated to an MPS attention correctness issue." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Qwen3 MoE load/convert issues and multimodal token counting are different model pathways and fixes." + "reason": "ImageProcessorFast label handling is unrelated to the MPS attention correctness issue." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same bug as an FP8 inference failure on B200." + "reason": "An isolated reproduction of an old issue is unrelated to FP8 inference on B200." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path regression for GenerationMixin is unrelated to CustomTrainer.compute_loss signature handling." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/forward mismatch and DiaConfig save/load token IDs are different bugs in different components." + "reason": "DAC latent reconstruction mismatch and DiaConfig custom token-ID persistence are different audio/config bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are compatibility regressions, but one is an import error and the other is a Jupyter custom-model initialization breakage." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL/torchvision backend requirements." + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency requirements are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is not the same as evaluate() failing after train()." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging extras missing TensorFlow and pipelines failing on kernels version requirements are different dependency issues." + "reason": "TensorFlow extras omission with pip install '.[torch]' and kernels v0.15 import requirements are packaging/dependency issues, but not the same one." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Deepspeed Zero3 index error during training is not the same as evaluate() failing after train()." + "reason": "Trailing-slash local model warning and Qwen3 MoE weight conversion are unrelated." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading in BitNet and processor input-size mismatch in OmDet-Turbo are unrelated." + "reason": "Packed-weight loading in BitNet and OmDet-Turbo processor input-size mismatch are unrelated." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Trailing-slash local model loading warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + "reason": "Float8 storage resolution and PIL backend torchvision dependency issues are unrelated." } ] }, @@ -6567,7 +6570,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28282", "issue:29159", @@ -6620,8 +6623,8 @@ ], "soft_pairs": [ "issue:39692|issue:44912", - "issue:43746|issue:44811", "issue:43643|issue:45759", + "issue:43746|issue:44811", "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:43257|issue:43696", @@ -6634,8 +6637,8 @@ "issue:43329|issue:44479", "issue:42915|issue:43742", "issue:43749|issue:44756", - "issue:43650|issue:43906", "issue:34567|issue:40990", + "issue:43650|issue:43906", "issue:44291|issue:45042", "issue:42915|issue:44821", "issue:29159|issue:34567", @@ -6644,23 +6647,23 @@ "issue:43540|issue:46701", "issue:28282|issue:29870", "issue:44568|issue:45356", - "issue:43525|issue:46291", - "issue:43454|issue:43577" + "issue:43454|issue:43577", + "issue:43525|issue:46291" ], - "prepared_review_unit_hash": "a8f791aba9018e3ed05bf2b37b73056601d46ff8e8f1bb2909a9ebbd36062d27", + "prepared_review_unit_hash": "8295b7e2313083061cee10a851356d89195acbf5b5fee449605320f2e6da8fd5", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36014, + "serialized_chars": 36016, "estimated_input_tokens": 9004, "estimated_eval_tokens": 18264 }, @@ -6669,181 +6672,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft pairs mostly share only broad subsystem keywords, but they describe different concrete bugs, models, or code paths.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are unrelated bugs across different models/features, so no duplicate anchor emerges.", + "summary": "Only one soft edge looks like the same underlying bug: the video multimodal-token counting regression behind Qwen/Qwen3 video-input failures. The rest are related only at a broad subsystem level (tokenizers, config loading, OOMs, cache, etc.) and are too different to merge as duplicates. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43329 is the clearest root-cause report in the only accepted duplicate pair: it identifies the undefined video-branch helpers in `_get_num_multimodal_tokens`, which directly explains the broader video-input regression reported in issue:44479.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a better global representative; the set is too heterogeneous for one issue to summarize.", + "best_issue_reason": "issue:43749 is the strongest standalone anchor in the set because it has the highest discussion/inbound-reference signal and a well-scoped, impactful loading regression report, even though it does not appear duplicate to the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc/example errors for SigLIP2 are unrelated to the GPT-oss MXFP4 quantization/load fallback bug." + "reason": "Both are model/example failures, but they describe different models and different failure modes; no shared code-path bug is evident." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Different subsystems and failures: GraniteSpeech PEFT local checkpoint loading vs Whisper decode flag handling." + "reason": "Both involve config/model-loading shape issues, but one is missing fields from `AutoConfig` with `trust_remote_code`, while the other is `from_config` not unwrapping `text_config`; related theme, different bugs." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + "reason": "PEFT local-checkpoint loading failure vs Whisper batch decode ignoring `skip_special_tokens`; unrelated code paths." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + "reason": "Different models and different symptoms; one is a unit-test loading mismatch, the other is a flash-attention generation regression." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probabilities and OmDet-Turbo input-size mismatch are unrelated issues." + "reason": "Both are vision-model correctness issues, but one is zero probabilities and the other is processor/model input-size mismatch; not the same bug." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to a generic CUDA OOM report." + "reason": "Qwen3 MoE weight-conversion/loading bug vs a plain CUDA OOM on GPT-oss; not the same underlying issue." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are different bugs." + "reason": "Audio processor chat-template sampling-rate default vs Whisper decode option handling; different functions and failure modes." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is a quantization memory regression and the other is a model-specific video OOM." + "reason": "Both are OOM reports, but they stem from different models and likely different memory paths; too broad to merge." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3 loading failures, but they hit different models and different root causes." + "reason": "Both concern Qwen-family loading, but one is MoE weight conversion under accelerate+deepspeed and the other is a shape mismatch in Qwen3-VL loading; distinct bugs." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Same cache area, but one is lazy-init recompilation and the other is max_cache_length handling for quantized cache." + "reason": "Same cache subsystem, but one is lazy-init recompilation and the other is `max_cache_length` handling for quantized cache; not the same code-path problem." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both swallow errors, but in different functions and formats: protobuf decode handling vs bare except in Fuyu tensor conversion." + "reason": "Both mention exception handling hiding errors, but they are different helpers (`import_protobuf_decode_error` vs `FuyuBatchFeature.convert_to_tensors`) and should not be merged as duplicates." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video-related issues, but one is an undefined-name bug in token counting and the other is a batched output shape bug." + "reason": "Both are video-related, but one is undefined variables in `_get_num_multimodal_tokens` while the other is incorrect batch shape in video processors; different defects." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "The latter is a broad v5.3.0 video-input regression across models; the former is a specific helper bug in multimodal token counting." + "accept": true, + "reason": "These point to the same underlying video-input regression: 43329 identifies the broken video-branch token counting logic, and 44479 reports the resulting failures across multiple Qwen video/VL variants." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + "reason": "Different models and different load-time failures; no shared concrete bug is evident." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "One is FSDP CPU RAM efficient loading, the other is mmap-induced OOM on Strix Halo; not the same bug." + "reason": "Both concern memory usage, but one is broken FSDP CPU RAM efficient loading and the other is mmap on Strix Halo; unrelated fixes." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "No relation: a nonspecific request to add data vs an isolated reproduction of another issue." + "reason": "Trainer token-count tracking vs GPT-oss perplexity; no duplicate relationship." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + "reason": "Issue:43650 is not a technical bug report, while 43906 is an isolated reproduction of a specific upstream issue." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated." + "reason": "`init_empty_weights` argument mismatch vs PIL image processors requiring torchvision; unrelated code paths." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different code paths." + "reason": "Qwen3Moe FP8 loading failure vs AutoImageProcessor URL loading failure; different components and failures." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + "reason": "Tokenizer slow/fast inconsistency vs trainer token counter not updating; not the same bug." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different failure modes." + "reason": "Both involve CPU offload, but they affect different models and different components; too broad to treat as the same concrete defect." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token IDs are lost on save/load; GPT-oss MXFP4 falls back to bf16. Different bugs." + "reason": "DiaConfig save/load custom token IDs vs MXFP4 quantization fallback on gpt-oss; unrelated failures." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Different multimodal pipelines and different error classes; no clear shared bug or change." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch-missing ImportError and Bart generate UnboundLocalError are unrelated." + "reason": "ImportError for missing PyTorch vs a BART generation UnboundLocalError; completely unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (special tokens vs codec/regex handling); not the same issue." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Llama4Config pad_token_id and pipelines/kernels version-revision import failure are unrelated." + "reason": "AyaVision weight tying bug vs BLIP2 dtype propagation bug; different model-init code paths." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-loading issues." + "reason": "Missing `pad_token_id` on Llama4Config vs pipelines import failing due to kernels package requirements; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is largely grounded in the packet, and the only accepted soft edge (issue:43329 \u2194 issue:44479) is a conservative, plausible duplicate call. The rejected pairs are generally separated by model/component and symptom, and the note that no PRs are present matches the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6858,7 +6864,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:24643", "issue:27957", @@ -6887,15 +6893,16 @@ "issue:44488", "issue:44560", "issue:44568", + "issue:44792", "issue:44849", "issue:44857", "issue:44936", + "issue:44964", "issue:44987", "issue:44991", "issue:45127", "issue:45137", "issue:45357", - "issue:45381", "issue:45405", "issue:45488", "issue:45538", @@ -6910,13 +6917,13 @@ ], "soft_pairs": [ "issue:44987|issue:45538", + "issue:28282|issue:34689", "issue:45538|issue:46869", "issue:44857|issue:46832", - "issue:28282|issue:34689", "issue:43697|issue:45357", - "issue:43404|issue:45127", "issue:43425|issue:46291", "issue:33357|issue:34567", + "issue:43404|issue:45127", "issue:42915|issue:45538", "issue:45137|issue:45405", "issue:42175|issue:43824", @@ -6930,220 +6937,217 @@ "issue:44849|issue:45701", "issue:43452|issue:43582", "issue:27957|issue:28282", - "issue:44987|issue:45907", "issue:24643|issue:29159", + "issue:44987|issue:45907", "issue:41720|issue:43540", "issue:44568|issue:45488", - "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:44479|issue:45381" + "issue:43540|issue:44560", + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "765862452181ac1facc08a19c659c0cd4c8d70928d5864aeb1c5537ed1354fff", + "prepared_review_unit_hash": "7d07749b0f4c70ad4a130306537f5605678abffa87c1cfc3459f0e817a96984a", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35458, - "estimated_input_tokens": 8865, - "estimated_eval_tokens": 17986 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Almost all pairs are unrelated regressions or feature bugs in different models/code paths. The only clear duplicate-style match is the Qwen2.5-VL video-input regression pair (44479/45381).", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44479 is the best canonical issue because it already captures the broader Qwen 5.3.0 video-input regression, and 45381 reads like a narrower symptom of the same bug.", + "summary": "This cluster is a mixed set of mostly unrelated Transformers issues, with the strongest shared theme being tokenizer/model-loading regressions. I did not find any soft edge that clearly rises to the level of a true duplicate or mergeable PR-equivalent.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45488 is the best anchor here: it is active, high-discussion, and captures a broad tokenizer regression with cross-model impact (DeepSeek V3/R1), making it the most representative issue in this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative and actionable issue among the candidates, with a broader title and clearer scope than the more specific follow-up report.", + "best_issue_reason": "issue:45488 has the strongest signal for cluster-level usefulness: current, well-discussed, and broad enough to represent the tokenizer-regression side of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different bugs: model loading for a specific repo vs an incorrect tokenizer max length constant." + "reason": "Different failures: one is a model-loading regression for a specific repo, the other is a tokenizer max-length quirk; not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is a missing-PyTorch ImportError, the other is a model-loading regression for a specific vision model/version; different code paths." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Unrelated symptoms and code paths; tokenizer max length is not the same as multi-GPU device-map failure." + "reason": "Tokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both concern object detection, but they are different RT-DETR/LwDETR failure modes and not the same concrete bug." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "One is a missing-PyTorch import error; the other is a model-loading regression for a specific Llama vision model." + "reason": "Both are object-detection related, but they describe different runtime failures in different models/code paths." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different models and different problems: RT-DETR output divergence vs incorrect visual-encoder key saving." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both mention weight tying, but the underlying bugs are different model-specific failures and not mergeable as one fix." + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key corruption are separate issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch incompatibility and kernels revision/version requirements are separate dependency issues." + "reason": "Torch version incompatibility is unrelated to the kernels revision/version requirement failure." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error on CLIP is unrelated to TrainerState token accounting." + "reason": "A MacOS bus error on CLIP loading and a TrainerState counter not updating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a model-class weight-tying bug and the other is a LoRA merge/extended-vocab collapse; not the same concrete problem." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to CLIP tokenizer max length." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT version constraint issue." + "reason": "DeepSpeed ZeRO3 deque failure and an unreleased PEFT version bump are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend availability and a missing model import are different problems." + "reason": "Package/backend installation issue and a missing Qwen2.5-VL import are unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 box-content handling." + "reason": "Missing PyTorch installation and a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is a different bug than est-roberta loading failure." + "reason": "Both concern tokenizers, but one is an AddedToken TypeError and the other is a model-specific tokenizer load failure; not enough evidence they are the same bug." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to the FA2 long-context performance regression." + "reason": "Video-input regression for Qwen3 variants and FA2 long-context performance regression are different bugs." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key lookup failure and init_empty_weights argument mismatch are separate load-time issues." + "reason": "A missing key while loading a model and an unexpected _is_hf_initialized argument in init_empty_weights are different loader failures." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to TimesFM window_size attribute handling." + "reason": "Trainer evaluate/train state handling and TimesFM window_size attribute handling are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype propagation on load is distinct from from_config() leaving config.dtype stale." + "reason": "One reports actual module dtype staying float32; the other reports stale config dtype. Related theme, but not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config loading failure and FSDP CPU RAM efficient loading are different training/runtime paths." + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are distinct training/loading issues." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state behavior is unrelated to a tokenizer version-change report." + "reason": "Qwen3.5 hidden-state bug and a broad tokenization-change report are different issues." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "GGUF loading breakage and AppleSilicon allocator warmup TypeError are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is not the same as a missing-PyTorch import error." + "reason": "Flash Attention 2 with XLM-Roberta and missing PyTorch installation are unrelated." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Repo loading failure and list_repo_files revision forwarding are separate API issues." + "reason": "DeepSpeed weight shape runtime error and tokenizer slow/fast inconsistency are unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "DeepSpeed weight-shape runtime error is unrelated to tokenizer slow/fast inconsistencies." + "reason": "A model-specific loading failure and a hub API revision-forwarding issue are not clearly the same underlying bug." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failures." + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video-input ValueError are different failures." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "These are both tokenizer regressions, but they affect different models and different mechanisms." + "reason": "Different tokenizer regressions affecting different models/code paths; no clear same-bug evidence." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Both are video-input bugs, but they affect different Qwen model families and different failure modes." + "reason": "Backend installation/package issue and a specific model-loading failure are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Backend packaging issues are unrelated to a model-loading failure for cjvt/sleng-bert." + "reason": "Both are Qwen3 video-input regressions, but the models and failure modes differ enough that I can't treat them as the same concrete bug." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen2.5-VL 5.3.0 video-input regression, with 45381 describing a narrower symptom of the same bug." + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted pair (44479/45381) looks like a conservative duplicate-style match. The other verdicts appropriately separate different models, code paths, or failure modes without overstating similarity." - }, - "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 }, @@ -7158,7 +7162,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:24643", "issue:29870", @@ -7182,19 +7186,19 @@ "issue:44488", "issue:44568", "issue:44589", + "issue:44625", "issue:44737", - "issue:44792", "issue:44821", + "issue:44877", "issue:44898", - "issue:44964", "issue:45042", "issue:45072", "issue:45081", "issue:45325", "issue:45357", + "issue:45381", "issue:45405", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", "issue:45823", @@ -7206,29 +7210,28 @@ "issue:46693", "issue:46701", "issue:46821", - "issue:46829", - "issue:46846" + "issue:46829" ], "soft_pairs": [ - "issue:44792|issue:44964", + "issue:44479|issue:45381", "issue:38175|issue:44898", "issue:43540|issue:44479", - "issue:43257|issue:43756", "issue:34567|issue:36331", + "issue:43257|issue:43756", "issue:44291|issue:44821", "issue:44062|issue:45081", - "issue:45672|issue:45674", - "issue:43582|issue:46821", "issue:45042|issue:45081", - "issue:43756|issue:46399", + "issue:43582|issue:46821", + "issue:45672|issue:45674", "issue:43742|issue:44589", + "issue:43756|issue:46399", "issue:43756|issue:45325", "issue:44568|issue:46491", - "issue:43716|issue:46701", "issue:45405|issue:45600", - "issue:43906|issue:46468", + "issue:43716|issue:46701", "issue:43577|issue:45072", "issue:43531|issue:44821", + "issue:43906|issue:46468", "issue:24643|issue:29870", "issue:44737|issue:46463", "issue:43906|issue:46693", @@ -7236,205 +7239,198 @@ "issue:43452|issue:44488", "issue:43697|issue:46829", "issue:45357|issue:45920", - "issue:45663|issue:46846", - "issue:43540|issue:46693" + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "cf1a4d8e87f7254db7eff55ee78331e60ac1e17915135011ced353b92b4d59bd", + "prepared_review_unit_hash": "9602c42c36a6d253e041c23b77fb5dfb099e2a224bf80e56942e3d2c7cd296ed", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36566, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35600, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "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 across trainer APIs, tokenizers, multimodal loading, dtype/device mismatches, and model-specific regressions. All soft edges look like superficial similarity rather than the same underlying issue.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the cluster is too heterogeneous, and none of the issues is a safe duplicate target for the others.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative; the topics diverge by model family and code path.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This is a loose similarity cluster, not a true duplicate set. Most items are unrelated regressions across different models, tokenizers, loading paths, or trainer APIs; none of the soft edges are strong enough to merge.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the closest thing to a cluster anchor because it is the broadest regression report in the only semi-coherent subtheme (Qwen video issues), but the overall cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative of the cluster\u2019s narrowest shared theme (Qwen video regressions), even though it is not a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but they involve different models and different failure modes." + "reason": "Related Qwen video regression theme, but the symptoms and affected paths differ: one is a broad video-input regression, the other is a specific rope-index scaling bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision models and distinct bugs; the symptoms do not point to the same code path." + "reason": "Both are model-output problems, but they involve different models and failure modes (zero probabilities vs image classification failure)." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention Qwen video inputs, but the affected models and reported regressions are not the same bug." + "reason": "Both mention video inputs, but they hit different model families and different errors; not the same concrete bug." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different model families and different weight/layout issues; not the same underlying problem." + "reason": "Trainer state tracking and custom compute_loss API changes are separate issues with different code paths." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Unrelated TrainerState tracking bug vs. a compute_loss API compatibility error." + "reason": "Completely different bugs: DeepSpeed weight conversion for Qwen3 MoE vs Smollm3 RoPE layer behavior." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "One is an init_empty_weights loading error; the other is an AutoImageProcessor-from-URL issue." + "reason": "Different loading failures in different entry points; unexpected init argument vs URL-based image processor loading." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer internals and different crash points." + "reason": "Both are tokenizer-related errors, but one is AddedToken construction and the other is a Mistral regex patch/backend_tokenizer crash." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both are 4-bit inference issues, but they stem from different mechanisms and code paths." + "reason": "Image processor torchvision dependency issue and tokenizer regex crash are unrelated code paths." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator TypeError vs. TimesFM window_size AttributeError are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "PIL/torchvision dependency regression is unrelated to the Mistral regex crash." + "reason": "Both involve 4-bit inference, but one is a Gemma4 audio dtype/torch.finfo problem and the other is a BitsAndBytesConfig skip-module regression." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both touch rotary-related logic, but they are different models and different failures." + "reason": "Different model-loading failures: key error for MobileLLM-125M vs missing Float8 storage object." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Model loading key error vs. missing float8 storage type are distinct problems." + "reason": "Different models and causes: Smollm3 RoPE-layer mismatch vs Qwen3.5 kernel registration/decorator failure." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen vs. Smollm issues; not the same rotary-position bug." + "reason": "Both mention RoPE-related behavior, but they affect different models and different logic (layer dropping vs temporal position scaling)." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer behavior regressions, but on different models and different symptoms." - }, - { - "left": "issue:43716", - "right": "issue:46701", - "accept": false, - "reason": "Both are multimodal, but they affect different models and different pipelines." + "reason": "Tokenizer regressions, but one is special-token insertion and the other is encode/decode leading-space preservation." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Package version pinning and auto_mappings CI breakage are unrelated maintenance issues." + "reason": "Both are repository maintenance/config issues, not the same bug: unavailable PEFT version vs stale auto_mappings references." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same as a broken official example." + "reason": "Different multimodal pipelines and failure modes; dtype mismatch in Mistral-3 preprocessing is not the same as DiffusionGemma pipeline breakage." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype mismatch bugs in different model architectures and inference setups." + "reason": "Both mention dtype mismatches, but they concern different models/components and do not appear to share the same code path." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor loading from URL." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of an older issue; the other is a broken Nemotron example. No shared concrete bug is evident." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error vs. Bart generate() local-variable error are unrelated." + "reason": "DeepSpeed training weight-shape error and Bart generate decoder_attention_mask bug are unrelated." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "CPU placement bug in XLNet positional encoding vs. T5 decoder input validation message are different issues." + "reason": "XLNet CPU-device placement bug and T5 decoder-input validation messaging are separate issues." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "Old reproduction issue vs. a performance regression in long-context generation; not the same bug." + "reason": "An isolated reproduction of an old issue is unrelated to an FA2 long-context performance regression." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 error-message validation are unrelated." + "reason": "Gemma4 device-map mismatch and T5 decoder-input validation are different subsystems and errors." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for different models and different root causes." + "reason": "Both are loading-related, but the former is a gguf_file breakage for tokenizer/model loading and the latter is a specific model load failure for cjvt/sleng-bert." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model outputs/outputs structure bugs; no shared code path." + "reason": "Different detection/classification models and different output mismatches; not the same bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Save_pretrained visual-key regression vs. wrong token IDs are unrelated tokenizer/model-save issues." - }, - { - "left": "issue:45663", - "right": "issue:46846", - "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs. Qwen3.5 TP-plan omission are different model-parallelism problems." + "reason": "Saving visual encoder keys and wrong token IDs are unrelated regressions." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Video-input ValueError vs. long-context FA2 performance regression are different failure modes." + "reason": "Both are config-loading issues, but one is num_labels propagation and the other is strict config blocking granite_speech; different concrete problems." } ] }, @@ -7456,17 +7452,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28282", "issue:32090", "issue:38175", "issue:41762", - "issue:42898", "issue:43295", "issue:43452", "issue:43525", "issue:43526", + "issue:43540", "issue:43643", "issue:43653", "issue:43688", @@ -7480,11 +7476,9 @@ "issue:44442", "issue:44466", "issue:44493", - "issue:44625", "issue:44737", "issue:44811", "issue:44843", - "issue:44877", "issue:44898", "issue:44913", "issue:44936", @@ -7497,238 +7491,237 @@ "issue:45479", "issue:45542", "issue:45588", + "issue:45663", "issue:46050", "issue:46121", "issue:46170", "issue:46178", "issue:46463", - "issue:46491", + "issue:46693", "issue:46701", "issue:46829", + "issue:46846", "issue:46899" ], "soft_pairs": [ - "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43540|issue:46693", "issue:44913|issue:46121", "issue:44737|issue:45588", - "issue:43697|issue:45216", - "issue:46463|issue:46899", "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:43697|issue:45216", "issue:43526|issue:45479", "issue:43720|issue:44898", "issue:43643|issue:45375", "issue:43761|issue:46829", "issue:45200|issue:46463", "issue:44466|issue:45005", - "issue:44493|issue:46050", "issue:44361|issue:44442", + "issue:44493|issue:46050", "issue:43653|issue:44361", "issue:41762|issue:44936", - "issue:43819|issue:44811", "issue:43452|issue:44843", - "issue:38175|issue:43295", "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:38175|issue:43295", "issue:43994|issue:44898", "issue:43525|issue:46701", "issue:45372|issue:46170", - "issue:43295|issue:45356", "issue:45542|issue:46178", - "issue:42898|issue:46491" + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "5b463b1b64f4079e521659a1a88f395a418168a1a315a1ec1bbcc78362680fea", + "prepared_review_unit_hash": "b2af0d43b4e05b078db1dd6888b51669f34712deed221e9f616600c0f8962c09", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 36111, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model, tokenizer, and dependency regressions. A few duplicate families are plausible, including tied-weights serialization in v5 and tokenization space-cleanup behavior, but the Gemma 4 processor import error and the Windows ROCm/torch.distributed issue are not the same bug and should not be grouped as a duplicate pair.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45005 is still the strongest canonical issue: it captures the broad tied-weights regression family in v5 and cleanly subsumes the narrower lm_head.weight serialization symptom in issue:44466.", + "summary": "The candidate pairs are mostly unrelated bug reports across different models, loaders, tokenizers, and training paths. I would reject every soft edge; none looks like the same underlying defect or a PR that could plausibly be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the best cluster anchor because it is broad, user-facing, and representative of one of the few concrete duplicate families in the packet.", + "best_issue_reason": "No single issue is a strong global canonical: the set spans many unrelated bugs (loading, config serialization, training, quantization, attention, and multimodal pipelines), so there is no clear representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and failures: Gemma-4 FSDP2 attention KeyError vs Qwen3.5 TP-plan OOM/shape errors." + }, + { + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Both are config-loading regressions, but they affect different model families and different failure modes: missing num_labels propagation vs strict config rejecting granite_speech." + "reason": "Unrelated problems: Qwen3OmniMoe video-input ValueError vs long-context FA2 performance regression." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is a silent reload regression for rotary_pct; the other is a TypeError in rope validation on JSON-loaded lists. Related area, but different concrete defects." + "reason": "Both touch rope/config handling, but one is GPTNeoX config persistence and the other is a TypeError on JSON-loaded lists in a validation helper." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement and flash_attention s_aux=None are unrelated code paths with different symptoms and fixes." + "reason": "Different code paths and symptoms: XLNet CPU device bug vs flash_attention crash on sink-less models." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions, not the same bug." + "reason": "Completely different errors: missing PyTorch for AutoModel import vs Trainer GPU broadcast TypeError." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "An incorrect T5 validation message is unrelated to Gemma4 4-bit multimodal dtype casting failures." + "reason": "T5 decoder-input validation message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "ImportError for missing PyTorch and a Trainer _gpu_broadcast_one NoneType TypeError are completely different issues." + "reason": "Different regressions in different models: RTDetrV2 output differences vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels truncation and single-label classification zero-loss behavior are different model/component bugs." + "reason": "BeitImageProcessorFast label reduction bug is not the same as sequence-classification zero-loss behavior across models." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation failures are unrelated." + "reason": "BitNet packed-weight loading bug and Perceiver interpolation failure are unrelated model-specific issues." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is a generic trust_remote_code object-shaping issue and the other is a specific strict-drop of deepstack_visual_indexes." + "reason": "Both mention missing fields, but one is generic AutoConfig trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig field being dropped." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both involve vision-model outputs, but one is missing hidden_states while the other misassigns last_hidden_state into hidden_states. Different concrete bugs." + "reason": "Different output-shape bugs in different vision/video models; not the same underlying defect." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and T5 decoder-input validation messaging are unrelated." + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to T5 decoder validation messaging." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "These are the same tied-weights regression family in v5: issue:45005 is the broad translation-model problem, and issue:44466 is a specific device-dependent lm_head.weight serialization symptom." - }, - { - "left": "issue:44493", - "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys after save/load and sinq quantization breakage after save_pretrained are different serialization problems." + "reason": "Both involve tied weights, but one is device-dependent lm_head serialization and the other is a translation-model v5 tied-weights issue; not enough evidence of the same code-path." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and different failure modes; not the same underlying bug." + "reason": "Different tokenizer failures affecting different tokenizers and likely different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings are unrelated to sinq quantized model save/load corruption." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode bug and MLukeTokenizer task AttributeError are unrelated." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train() are different code paths." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different failures." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "DAC.from_latents STE mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Both are from AutoTokenizer/from_pretrained flows, but one is gguf_file support and the other is an offline-mode model_info call in Mistral regex patching." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "gguf_file loading breakage and an unconditional model_info() hub call in offline mode are different loader issues." + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Siglip2 nonsensical outputs and processor.tokenizer access/passing images regression are different multimodal bugs." + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Siglip2 zero-probability outputs are unrelated to processor.tokenizer regression in v4.57.5." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are model inference regressions, but they concern different architectures and different failure mechanisms." + "reason": "Different models and symptoms: Siglip2 nonsensical outputs vs Perceiver interpolation failure." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id missing and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "These are different failure modes: Gemma 4 processor loading fails because ReasoningEffort cannot be imported from mistral_common, while the Windows AMD ROCm issue is a torch.distributed dependency ImportError/TypeError. They do not look like the same underlying bug." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are regressions in tokenizer/processor behavior, but they affect different models and different root causes." + "reason": "Gemma 4 mistral_common import breakage is unrelated to Windows ROCm torch.distributed dependency errors." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend/dependency errors, but the specific backend mapping failures are different (tensorboard/TensorFlow vs tensorflow_text)." + "reason": "Both concern backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are separate issues." }, { - "left": "issue:42898", - "right": "issue:46491", - "accept": true, - "reason": "These are the same tokenization-space regression family: 42898 discusses the v5 clean_up_tokenization_spaces change, and 46491 is a concrete CodeLlama leading-space round-trip symptom." + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/mistral-regex regression do not share the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: one soft-edge verdict is not grounded in the packet. `issue:45372` is about Gemma 4 processor loading failing because `ReasoningEffort` cannot be imported from `mistral_common`, while `issue:46170` is a Windows AMD ROCm / `torch.distributed` dependency ImportError/TypeError. Those are different failure modes and do not look like the same bug. Because the summary also lists this as a credible duplicate family, the cluster writeup overstates the evidence." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7743,7 +7736,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:29159", "issue:32090", @@ -7751,12 +7744,12 @@ "issue:33666", "issue:36010", "issue:41720", + "issue:42898", "issue:43452", "issue:43504", "issue:43531", "issue:43550", "issue:43577", - "issue:43611", "issue:43643", "issue:43646", "issue:43653", @@ -7773,7 +7766,6 @@ "issue:44554", "issue:44561", "issue:44568", - "issue:44610", "issue:44625", "issue:44704", "issue:44734", @@ -7789,245 +7781,237 @@ "issue:46002", "issue:46050", "issue:46402", + "issue:46491", "issue:46612", "issue:46693", - "issue:46821", - "issue:46846" + "issue:46821" ], "soft_pairs": [ + "issue:42898|issue:46491", "issue:43531|issue:43742", - "issue:43653|issue:44568", "issue:29159|issue:33357", + "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43452|issue:43577", + "issue:43688|issue:45704", "issue:43756|issue:46402", "issue:44843|issue:44991", - "issue:43688|issue:45704", "issue:43653|issue:43927", "issue:44464|issue:44743", - "issue:44484|issue:44704", "issue:43688|issue:45701", + "issue:44484|issue:44704", "issue:45491|issue:46002", "issue:44479|issue:44625", "issue:44821|issue:46821", "issue:43688|issue:45440", "issue:33666|issue:36010", - "issue:44734|issue:46612", "issue:32090|issue:33666", + "issue:44734|issue:46612", "issue:44466|issue:46050", "issue:43504|issue:43720", - "issue:44977|issue:46693", "issue:43504|issue:43550", + "issue:44977|issue:46693", "issue:44464|issue:44977", "issue:41720|issue:44464", "issue:43643|issue:44561", - "issue:43577|issue:44554", - "issue:43611|issue:46846", - "issue:43720|issue:43927", - "issue:43504|issue:44610" + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "09f997d46ac3179539cac155c157c8b69d3b819d6919ea0d96de588f79a84be0", + "prepared_review_unit_hash": "e5d8a25a87fa8608755d67c334a41b81ad43d5fce8083b33de34440b379ff904", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35543, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers bug reports, mostly unrelated model-loading or generation regressions. None of the soft edges look like true duplicates, and there are no PRs to compare.", + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, model-loading/config bugs, generation issues, and performance problems. None of the soft edges look like the same concrete underlying bug/change, so I would reject them all.", "confidence": 0.84, - "canonical_issue_reason": "Issue 43611 is the broadest representative item: a version-wide loading regression in Transformers 5.0. The rest of the set is mostly narrower, model-specific breakages or unrelated bugs.", + "canonical_issue_reason": "issue:45701 is the best umbrella representative because its title is the broadest version/regression-oriented tokenizer report and it is the closest thematic anchor for the tokenizer-related subset of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best fit as a cluster representative because it describes a general core regression rather than a single model-specific symptom.", + "best_issue_reason": "issue:45701 is the most generally phrased, cross-cutting issue in the set and has enough discussion/reference activity to serve as a representative anchor if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad v5 cleanup-space behavior change and the other is a CodeLlama-specific round-trip space stripping issue; not the same bug." + }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different models and failures; one is a Qwen3-MoE sliding-window bug, the other a MobileLLM load-time key error." + "reason": "Different models and failures: sliding-window behavior in Qwen3-MoE vs a key error while loading MobileLLM-125M." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both involve tokenizers and special tokens, but they are different bugs in different models/code paths." + "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; no shared underlying failure mode." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + "reason": "Both involve special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; different code paths." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init breakage and FSDP CPU-efficient loading are distinct regressions." + "reason": "Trust-remote-code config field loss is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading breaks are unrelated to Blip2 dtype propagation." + "reason": "GGUF loading failures are unrelated to Blip2 dtype propagation bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a T5/apex RMSNorm memory leak." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE layer mismatch in Smollm3 is unrelated to Sam3 text encoder weights not loading." + "reason": "Smollm3 RoPE-layer count mismatch and Sam3Model text-encoder weight loading are different model-initialization issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but the specific failures and code paths differ." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization and RMSNorm memory leak are unrelated issues." + "reason": "Both are tokenizer-loading related, but one is an offline hub/model_info call bug and the other is a tokenizer load failure for a specific model." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "Special-token registration in BigBird is not the same as DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is not the same as recurrent-state reset with cache." + "reason": "Both affect generation correctness, but one is chunked generation with compiled forward and the other is Qwen3.5 recurrent-state resetting with cache." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is an MoE auxiliary-loss bug; the other is a broad tokenization regression report." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Shard-size defaults and AutoProcessor kwargs forwarding are unrelated." + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor kwarg forwarding." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 NaNs from sliding-window attention do not match classification-head NaNs after checkout/init." + "reason": "Both mention NaNs, but one is a Gemma3 sliding-window GPU embedding issue and the other is a classification-head init/checkpoint issue." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation are different Qwen3.5 bugs." + "reason": "A video-input regression across Qwen VL variants is not the same as num_labels propagation in Qwen3.5 config." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/API bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Aux-loss normalization is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are different problems." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Serve KV-cache indexing crash and beam-search cache reorder skipping are different generation bugs." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Generic NoneType GPU broadcast error is not the same as Qwen2-VL multi-GPU training." + "reason": "KV-cache continuation indexing in serve is unrelated to beam-search cache reorder omissions in stateful models." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Device-dependent lm_head serialization differs from broken sinq quantized save/load." + "reason": "Device-dependent lm_head serialization and sinq quantized save/load breakage are both serialization-adjacent but not the same bug." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Legacy-field loading for Beit semantic segmentation is unrelated to BitNet packed-weight handling during accelerate loading." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are different problems." + "reason": "Different model families and failures: Beit preset loading vs Bamba torch.compile with SDPA." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "Legacy-field loading failure is unrelated to Bamba torch.compile + SDPA failure." + "reason": "A model-specific flash-attention generation bug is not the same as a broad FA2 long-context performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention misgeneration are different code paths." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to chunked generation output inconsistency." + "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to compiled-forward chunked generation differences." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing fields from trust_remote_code configs and removal of is_torch_fx_available are different breakages." + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available breaking remote models." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:46846", - "accept": false, - "reason": "Generic v5 loading regression is unrelated to Qwen3.5 TP-plan missing linear_attn entries." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Packed-weight loading and custom token IDs persistence are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "BEiT model preset loading and OmDet-Turbo processor image-size mismatch are unrelated." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are unrelated." } ] }, @@ -8049,7 +8033,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28218", "issue:33357", @@ -8062,9 +8046,11 @@ "issue:43295", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", "issue:43572", "issue:43606", + "issue:43611", "issue:43646", "issue:43688", "issue:43701", @@ -8077,20 +8063,17 @@ "issue:44361", "issue:44451", "issue:44466", - "issue:44488", "issue:44514", "issue:44554", "issue:44568", + "issue:44610", "issue:44625", - "issue:44792", - "issue:44843", "issue:44849", "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45584", - "issue:45812", "issue:45823", "issue:46050", "issue:46192", @@ -8098,255 +8081,249 @@ "issue:46365", "issue:46489", "issue:46693", - "issue:46710" + "issue:46710", + "issue:46846" ], "soft_pairs": [ - "issue:43782|issue:46693", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43278|issue:43688", "issue:43606|issue:43927", "issue:33666|issue:36331", - "issue:43278|issue:43688", + "issue:43782|issue:46693", "issue:43262|issue:43295", - "issue:43493|issue:43825", "issue:43720|issue:44361", + "issue:43493|issue:43825", "issue:44514|issue:45290", "issue:44964|issue:45405", "issue:44554|issue:46365", - "issue:44977|issue:46209", "issue:43525|issue:43572", - "issue:43452|issue:44451", + "issue:44977|issue:46209", "issue:44625|issue:45584", - "issue:45823|issue:46050", + "issue:43452|issue:44451", "issue:28218|issue:33357", + "issue:45823|issue:46050", "issue:42796|issue:44977", "issue:43994|issue:46192", "issue:43493|issue:43844", "issue:39692|issue:43295", "issue:43278|issue:43844", - "issue:46209|issue:46710", "issue:43646|issue:44466", + "issue:46209|issue:46710", "issue:44849|issue:46209", - "issue:44568|issue:46489", "issue:33357|issue:33666", - "issue:43278|issue:43701", - "issue:44488|issue:44843", - "issue:44568|issue:45812", - "issue:44792|issue:45405", - "issue:43927|issue:44361" + "issue:44568|issue:46489", + "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "0a26806baee658e262d629e55a0e3e2549b8c3c54d72a7d79028cd08e57d6825", + "prepared_review_unit_hash": "26cbac2755bcd99685a3f6347317a50e8ed99eb2286b4d56400470253511826d", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37080, - "estimated_input_tokens": 9270, - "estimated_eval_tokens": 18796 + "soft_pair_count": 30, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, multimodal, training, loading, and performance bugs. None of the proposed soft edges looks like the same underlying issue/change, so all should be rejected. If forced to pick one representative issue, issue 45812 is the strongest general tokenizer-regression report.", - "confidence": 0.18, - "canonical_issue_reason": "Issue 45812 is the closest thing to a cluster representative: it is a broad, clearly framed tokenizer regression with strong impact and good discussion context.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, model-loading, training, processor, config, and performance problems. None of the soft pairs look like true duplicates or the same fixable code-path issue.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is not a duplicate cluster; it mixes unrelated issues across tokenizer, model loading, training, processor, and config behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the most actionable single issue to keep as the representative entry, even though the cluster overall is not coherent.", + "best_issue_reason": "No single issue is suitable as the cluster representative because there is no shared underlying bug to dedupe against.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: model-loading/base_model_prefix regression vs Qwen3.5 tensor-parallel planning OOM/shape error." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated areas: BitNet packed-weight loading vs DiaConfig token-ID persistence/generation error." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths and models: BEiT legacy-field loading issue vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3VL load-time weight_only error vs FA2 long-context performance regression." + "reason": "Distinct failures: dtype change in evaluate vs auxiliary-loss normalization in OLMoE/GPT Oss." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs DiaConfig custom token IDs lost on save/load." + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing token IDs after save/load." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different code paths: Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature mismatch." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are different issues." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Unrelated training/eval dtype issue vs auxiliary loss normalization bug." + "reason": "Weight-only loading error for Qwen3VL is unrelated to FA2 long-context performance regression." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Different processor regressions: audio chat-template sample rate default vs processor.tokenizer/images compatibility break." + "reason": "Both involve processors, but one is a sampling-rate default bug and the other is a processor/tokenizer API regression." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error message issue are not the same bug." + "reason": "BitNet accelerate-loading bug and MLukeTokenizer AttributeError are unrelated." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Packed-weight loading failure in BitNet is unrelated to MLukeTokenizer task AttributeError." + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging in v5." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is batched padding handling and the other is assistant tool-call content handling; not the same concrete bug." + "reason": "Same API family, but different failure modes: batched padding=False crash vs tool-call/no-content chat-template crash." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT version pin problem." + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to a PEFT version bump issue." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology." + "reason": "MPS attention correctness and importing Trainer affected by datasets are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme (missing pad-related config fields), but different models, attribute names, and failure modes." + "reason": "Similar theme, but different models and fields; not enough evidence of one shared underlying bug." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "gguf_file loader breakage is a specific from_pretrained path issue, while the ScandiBERT report is a separate model-loading failure." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure after align_special_tokens are different bugs." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Gemma4 device_map mismatch and sinq save/load quantization break are different bugs." + "reason": "Generic gguf_file loading breakage is not the same as failing to load one specific model." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing regression and a MacOS CLIP bus error are unrelated." + "reason": "Tokenizer-added-space behavior and a MacOS bus error in CLIP are clearly unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with device_map='auto' is unrelated to sinq save/load quantization breakage." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 output quality regression and ignored return_tensors kwarg are unrelated." + "reason": "SigLIP2 bad outputs and return_tensors being ignored are unrelated API behaviors." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy and DeepSpeed gradient growth are different model/runtime problems." + "reason": "SigLIP2 HF/JAX discrepancy and ZeRO-3 gradient growth are different code paths." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are unrelated to the processor.tokenizer/images regression." + "reason": "Documentation example errors are unrelated to the processor.tokenizer regression in v4.57.5." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and DeepSpeed gradient explosion are not the same bug." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to the DeepSeek-R1 accuracy regression." + "reason": "Embedding dtype drift and abnormal gradient increase under ZeRO-3 do not share a concrete bug." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are distinct v5 issues." + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are unrelated." + "reason": "FP8 inference on B200 and a DeepSeek-R1 accuracy regression are unrelated." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and concrete tokenization mechanisms; not a single shared bug." + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype change is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Generic model-loading failure and offline-mode network call bug are different issues." + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is wrong token IDs for Granite; different code paths and likely fixes." - }, - { - "left": "issue:44792", - "right": "issue:45405", + "right": "issue:46489", "accept": false, - "reason": "Janus generation test failure is unrelated to the PEFT version requirement issue." + "reason": "Special-tokens not added for mdeberta-v3-base and DeepSeek-Coder v1 tokenizer output regression are not the same bug." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are unrelated." + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -8368,13 +8345,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ - "issue:29159", "issue:29942", "issue:30333", - "issue:32090", - "issue:42490", "issue:43257", "issue:43299", "issue:43334", @@ -8383,17 +8357,21 @@ "issue:43575", "issue:43606", "issue:43653", - "issue:43696", "issue:43824", "issue:43844", "issue:43873", + "issue:43927", "issue:43937", - "issue:43994", "issue:44112", "issue:44291", + "issue:44361", "issue:44464", + "issue:44488", "issue:44493", + "issue:44568", "issue:44589", + "issue:44792", + "issue:44843", "issue:44849", "issue:44869", "issue:44964", @@ -8404,9 +8382,8 @@ "issue:45357", "issue:45405", "issue:45520", - "issue:45588", "issue:45759", - "issue:45823", + "issue:45812", "issue:46050", "issue:46285", "issue:46399", @@ -8420,6 +8397,10 @@ "issue:46858" ], "soft_pairs": [ + "issue:44488|issue:44843", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43927|issue:44361", "issue:43824|issue:44589", "issue:43575|issue:45405", "issue:44849|issue:45357", @@ -8428,10 +8409,10 @@ "issue:46399|issue:46846", "issue:45245|issue:46710", "issue:44493|issue:46285", - "issue:43606|issue:44112", "issue:46821|issue:46832", - "issue:43334|issue:43572", + "issue:43606|issue:44112", "issue:44589|issue:45520", + "issue:43334|issue:43572", "issue:43334|issue:45759", "issue:45072|issue:46832", "issue:43504|issue:43653", @@ -8443,215 +8424,204 @@ "issue:45200|issue:45229", "issue:44869|issue:46752", "issue:43873|issue:46050", - "issue:29942|issue:30333", - "issue:45229|issue:45823", - "issue:43994|issue:44493", - "issue:45588|issue:46050", - "issue:42490|issue:43696", - "issue:29159|issue:32090" + "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "81a13dade24cd35978c92820880a178f6e677b76d194fda8681790e4eeec8233", + "prepared_review_unit_hash": "066b4dc1ecd199e53243b7cb5334efcfb628d312781106845eade6d549c48d14", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36574, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "soft_pair_count": 28, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of transformer bug reports rather than one coherent duplicate cluster. The proposed soft edges mostly share a subsystem or model family name, but they describe different concrete failures and should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy issue in the set, so it is the best representative anchor; however, the items overall do not form a single true duplicate topic.", + "summary": "This cluster is mostly heterogeneous transformer issues; the soft pairs share surface similarity (same model family, loading, cache, quantization, or tokenizer wording) but not the same concrete bug or fix. I would reject all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45812 is the broadest, highest-signal regression here (all Granite tokenization, silent v4\u2192v5 break, multiple inbound refs), but there is no single issue that truly subsumes the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the widest scope and strongest engagement among the issues here, making it the most suitable general representative for triage, even though the cluster is not truly homogeneous.", + "best_issue_reason": "issue:45812 has the widest blast radius and strongest regression profile among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is a specific model load failure and the other is an HF offline/model_info regression; different root causes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version pin issue." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior; not one concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model classes and symptoms: config save/load token IDs vs tokenizer AttributeError on tasks." + }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Different problems: a missing import for Qwen2.5-VL vs a Float8 storage lookup failure." + "reason": "Qwen2.5-VL import failure and Float8 storage TypeError are unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "One is an OOM during tensor-parallel loading; the other is a dependency/version packaging issue." + "reason": "One is a tensor-parallel OOM, the other is a dependency version bump; no shared bug." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen3.5, but one is an output_hidden_states bug and the other is a save_pretrained key regression." + "reason": "Same model family, but output_hidden_states behavior and save_pretrained visual-key corruption are different code paths." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different model families and failure modes: BEiT legacy config loading vs Bark CPU offload device mismatch." + "reason": "Legacy field load failure in BEiT is unrelated to Bark CPU offload device mismatch." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE, but one is an accelerate/deepspeed conversion issue and the other is a transformers dev loading breakage." + "reason": "Both involve Qwen MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load break; too different to merge." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but the first is a kernel registration crash and the second is a tensor-parallel plan OOM/shape issue." + "reason": "Qwen3.5 kernel registration failure and TP plan omissions are distinct bugs." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Unrelated: category-count runtime limit vs an accuracy regression after upgrade." + "reason": "Category-cardinality runtime error and an accuracy regression after upgrade are not the same issue." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Different code paths: position-id key warnings vs CLIP text-model structure inconsistency." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "One is a real CPU-offload mismatch in Bark; the other is a stale GraniteSpeech CI test." + "reason": "Unexpected position-id keys and CLIP structural inconsistency are unrelated regressions." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different runtime failures in different models: a missing window_size attribute vs RT-DETR feature-level mismatch." + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model bugs." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Similar symptom class, but different models and different missing fields (_pad_token_id vs pad_token_idx)." + "reason": "One is a real CPU-offload device mismatch, the other is a CI test regression in a different model." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Unrelated compatibility bugs: Float8 storage handling vs flash_attn import_utils KeyError on Python 3.13." + "reason": "Float8 storage lookup failure and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing token-id fields after v5 changes, but they affect different configs and failure modes." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect text_config unwrapping." + "reason": "Qwen3-VL pad_token_id issue and text_config unwrapping bug are separate composite-config problems." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different subsystems: bfloat16 dtype mismatch in inference vs RT-DETR backbone feature-level handling." + "reason": "dtype mismatch in inference and RT-DETR forward arity mismatch are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different model/tokenizer bugs: BEiT pretrained loading vs BigBirdTokenizer special-token registration." + "reason": "BEiT legacy-field load bug is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different failures: a missing config field after version bump vs an unexpected init_empty_weights argument." + "reason": "Both are 5.0-related loading regressions, but different models and different argument mismatches." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both are cache/generation-related, but one is compiled-forward inconsistency and the other is max_cache_length semantics for quantized cache only." + "reason": "Chunked-generation inconsistency with compiled forward and max_cache_length handling are different cache behaviors." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Different model/pipeline bugs: invalid GenerationConfig for GLM-5 vs DiffusionGemma pipeline output handling." + "reason": "GLM GenerationConfig validation and DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:46832", "right": "issue:46858", "accept": false, - "reason": "Both involve sequence/shape logic, but one is RT-DETR forward input mismatch and the other is static-cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "RT-DETR backbone/output mismatch and static-cache slice arithmetic bug are different subsystems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Unrelated: ZeRO-3 gradient growth vs a Phi-4 multimodal loading regression." + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal load failure are unrelated." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same Gemma4 family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU inference OOM." + "reason": "Same Gemma 4 family, but text-only fine-tuning defaults and multi-GPU inference OOM are different issues." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Different tokenizer/chat issues: Whisper timestamp decoding crash vs apply_chat_template on empty input." + "reason": "Whisper timestamp decode crash and empty-list chat-template IndexError do not share a bug." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offloading, but one is a general offloading issue and the other is save/load breakage for sinq quantization." + "reason": "Quantization/offloading behavior and sinq save/load breakage are related only broadly, not the same fix." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training-job failure." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a PLE device-mismatch forward bug." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Different problems: SigLIP2 inference/pipeline nonsense output vs unexpected position-id key warnings." - }, - { - "left": "issue:45588", - "right": "issue:46050", - "accept": false, - "reason": "Different quantization-related bugs: flash_attention integration on sink-less models vs sinq save/load corruption." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Completely unrelated: local-path import warning vs GPT-oss CUDA OOM." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer inconsistency has no substantive overlap with the Trainer _gpu_broadcast_one NoneType error." + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." } ] }, @@ -8673,51 +8643,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:15354", "issue:28218", - "issue:29870", - "issue:29942", + "issue:29159", + "issue:32090", "issue:34567", "issue:37428", "issue:38175", "issue:41720", + "issue:42490", "issue:43065", - "issue:43232", "issue:43295", "issue:43450", "issue:43493", "issue:43540", "issue:43550", "issue:43572", - "issue:43575", + "issue:43696", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", "issue:43957", + "issue:43994", "issue:44186", "issue:44423", + "issue:44493", "issue:44554", "issue:44610", "issue:44734", - "issue:44849", "issue:44977", - "issue:44987", "issue:45072", "issue:45084", "issue:45198", "issue:45200", - "issue:45356", + "issue:45229", "issue:45406", "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", "issue:46701", @@ -8725,6 +8694,11 @@ "issue:46821" ], "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", "issue:44977|issue:46701", "issue:45084|issue:45520", "issue:28218|issue:34567", @@ -8744,172 +8718,183 @@ "issue:43295|issue:43873", "issue:44186|issue:46192", "issue:43572|issue:46821", - "issue:45200|issue:45823", "issue:43295|issue:44610", "issue:45823|issue:46192", - "issue:43550|issue:43844", - "issue:45520|issue:46178", - "issue:29870|issue:29942", - "issue:43450|issue:43575", - "issue:43572|issue:44987", - "issue:44554|issue:45356", - "issue:37428|issue:43824", - "issue:43232|issue:44849" + "issue:45200|issue:45823", + "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "ed2f1f10fdcd869eac2eda1c045b50cdffa6b1a0fec0e30850e54860074ca6c3", + "prepared_review_unit_hash": "a53d697307b113a93663f94bef2f59a90db8c524b783ee1168020e8e4e03160c", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36800, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicates accepted. The candidate pairs mostly share only broad themes (tokenizers, generation, processors, flash attention, serving) but describe different concrete failures and code paths.", + "summary": "The soft pairs are all false positives: they span unrelated bugs, models, and subsystems, so there is no true duplicate cluster here.", "confidence": 0.97, - "canonical_issue_reason": "issue:43295 is the broadest, most user-facing regression report in the set and would be the best anchor if this were a duplicate cluster, though the cluster is not actually a duplicate set.", + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and none is a clear duplicate target for the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 has the clearest generalized regression framing and strongest potential as a representative tracker issue among these unrelated reports.", + "best_issue_reason": "No best issue: this is not a coherent duplicate set, so choosing a representative issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is CUDA OOM and the other is a device-mapping forward mismatch; different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs vs a generic position-id key warning; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: flash-attention crash on None aux state vs quantized model save/load corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs Trainer GPU broadcast TypeError; separate code paths." + }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation bug vs DiffusionGemma pipeline output issue." + "reason": "Flash-attention generation issue vs image-text pipeline failure; not the same concrete defect." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Unrelated errors in different areas: compile/non-template-node failure vs Python 3.13 flash_attn import KeyError." + "reason": "Template compilation error vs flash_attn import-key error; unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug and TrainerState token-count update bug are unrelated." + "reason": "Extra token spacing and TrainerState counter not updating are distinct tokenizer/training issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both touch SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; not the same bug." + "reason": "Dummy Conv2d implementation vs memory overflow in a different Sam3 model; not duplicate." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Different flex_attention problems: MPS attention correctness vs a PyTorch version check for AuxRequest import." + "reason": "MPS attention correctness bug vs PyTorch version-check import bug; different layers." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but they affect different endpoints and failures: multimodal `.to` handling vs KV-cache continuation indexing." + "reason": "Both are serve crashes, but different paths: continuous batching multimodal handling vs KV-cache continuation indexing." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "JIT scripting GeneratorExp support and SigLIP2 zero-probabilities are unrelated model issues." + "reason": "TorchScript GeneratorExp export limitation vs SigLIP2 zero-probability outputs; unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bugs." + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; no shared underlying bug." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Different models and failure modes: device-mapped Qwen3 cuda assert vs DeepSeek accuracy regression after upgrade." + "reason": "CUDA assert during auto device mapping vs model accuracy regression after upgrade; different symptoms and causes." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter list handling are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:46710", - "accept": false, - "reason": "Different regression targets and symptoms; no shared code-path evidence." + "reason": "Gemma4Processor missing _tokenizer in serve vs rope-validation TypeError; unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch inference failures and Wav2Vec2 save/tokenization failures are not the same bug." + "reason": "Inference dtype mismatch vs Wav2Vec2 save/tokenization failure; different subsystems." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve processors, but one is a v4.57.5 tokenizer/processor regression and the other is batched video shape handling." + "reason": "Processor.tokenizer regression and batched video shape error are both multimodal, but not the same concrete bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Import-time flash-attention symbol breakage and meta-device loading breakage are distinct issues." + "reason": "Flash-attention import failure vs meta-device model-loading breakage; separate issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError and Qwen multimodal from_config text_config unwrapping are different code paths." + "reason": "Flash-attention None aux crash vs composite Qwen text_config unwrapping bug; different code paths." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + "reason": "Video-input validation error vs Gemma4 text-only token-type defaulting; unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + "reason": "Processor/tokenizer regression vs quantization offloading behavior; too broad and different." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are different tokenizer behaviors." + "reason": "LayoutLMv2 NER/batching crash vs return_tensors being ignored; different tokenizer behaviors." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and TimesFM window_size AttributeError are unrelated config issues." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and PLE device mismatch during forward are different bugs." + "reason": "Missing pad_token_idx vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Different processor regressions: tokenizer/image passing breakage vs wrong video input resolution." + "reason": "Custom processor/tokenizer regression vs OmDet-Turbo image-size mismatch; different models and bugs." }, { "left": "issue:45823", @@ -8918,52 +8903,16 @@ "reason": "Gemma4 device mismatch and return_tensors handling are unrelated." }, { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile/SDPA failure for Bamba-9B-v2 and ZeRO-3 gradient growth are different training/runtime issues." - }, - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "Different backend-import failures: flash_attn KeyError vs tensorflow_text missing from BACKENDS_MAPPING." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor shape bug and tensor-parallel OOM are different failures." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are different bugs." - }, - { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Missing flash_supports_window_size import and Qwen2.5-VL import failure are separate import issues." + "reason": "Gemma4 token-type defaulting vs Gemma4 device-map forward mismatch; distinct defects." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states bug are different generation paths." + "reason": "Bamba SDPA torch.compile failure vs ZeRO-3 gradient growth; different training/inference problems." } ] }, @@ -8985,67 +8934,74 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", - "issue:38175", + "issue:37428", "issue:39692", - "issue:41720", "issue:42490", "issue:42915", + "issue:43232", "issue:43262", "issue:43278", + "issue:43295", "issue:43334", - "issue:43335", "issue:43450", "issue:43452", "issue:43493", "issue:43525", - "issue:43526", - "issue:43550", + "issue:43572", + "issue:43575", "issue:43653", - "issue:43819", "issue:43824", - "issue:43827", "issue:43856", - "issue:43901", "issue:43950", "issue:43975", "issue:44112", "issue:44442", "issue:44466", "issue:44521", - "issue:44561", + "issue:44554", "issue:44737", "issue:44792", - "issue:44898", + "issue:44849", + "issue:44987", "issue:45127", "issue:45198", "issue:45200", "issue:45290", - "issue:45325", + "issue:45356", "issue:45381", - "issue:45412", + "issue:45520", "issue:45563", + "issue:46178", "issue:46192", "issue:46209", - "issue:46234", "issue:46285", "issue:46512", "issue:46894", "issue:46899" ], "soft_pairs": [ + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", "issue:42490|issue:43493", - "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:37428|issue:43824", + "issue:43295|issue:43493", "issue:44466|issue:45127", - "issue:38175|issue:43493", + "issue:39692|issue:46192", "issue:44521|issue:45290", "issue:43653|issue:44112", "issue:45381|issue:46209", - "issue:28218|issue:35141", "issue:44737|issue:46894", + "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:42915|issue:43824", "issue:43950|issue:46285", @@ -9053,218 +9009,201 @@ "issue:43452|issue:46512", "issue:43262|issue:43450", "issue:43334|issue:43525", - "issue:45200|issue:46899", "issue:44442|issue:45198", - "issue:44792|issue:45563", - "issue:43819|issue:44112", - "issue:44898|issue:45412", - "issue:43526|issue:46192", - "issue:45200|issue:45325", - "issue:43827|issue:43901", - "issue:41720|issue:46209", - "issue:44561|issue:46234", - "issue:43335|issue:43550" + "issue:45200|issue:46899", + "issue:44792|issue:45563" ], - "prepared_review_unit_hash": "e4584adf6117fde1f0657c6e49795438a3fe8523c011ca500373264f7e8a1d34", + "prepared_review_unit_hash": "72a19dd51b56a4656ca7f31bc226c611a663313cf44643fee62d1346bf9f6dde", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36216, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "soft_pair_count": 26, + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most proposed pairs are unrelated and should stay separate. The only plausible duplicate-like pair is the two config-loading AttributeErrors for missing `pad_token_id`, which look like the same regression surfacing in different model configs.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43334 is the clearest representative of the `pad_token_id` regression: it directly describes the load failure and names the affected config path, making it a good anchor for the duplicate cluster.", + "summary": "The cluster is heterogeneous, and none of the soft pairs look like the same concrete bug/change. Most are surface-similar only (e.g. tokenizer/chat-template, import errors, config attribute errors, generation bugs) but point to different code paths or different model families.", + "confidence": 0.85, + "canonical_issue_reason": "No single artifact cleanly represents this mixed cluster; if one issue must be chosen as the best standalone anchor, issue 43950 is the strongest because it is a well-scoped regression report with a clear failure mode and reproducible impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the best overall issue candidate because it is specific, concrete, and captures the underlying config API breakage more directly than the sibling report.", + "best_issue_reason": "Issue 43950 is the best general issue candidate: it is specific, regression-oriented, and framed in a way that would make duplicate matching and follow-up debugging straightforward.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Tokenizer spacing bug vs Flash Attention 2 test failures; different subsystems and failure modes." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import-related, but one is a flash_attn import path issue and the other is an unmapped tensorflow_text backend; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs tensor-parallel OOM on a specific model; unrelated problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load/config regressions, but one is missing pad_token_idx and the other is a model-loading failure for a different repository; no shared concrete defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs tokenizer/codec regression in Kimi-K2.5; unrelated code paths." + }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning handling and SigLIP2 model quality discrepancy are different bugs in different code paths." + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; not the same issue." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update bug vs Qwen3.5 hidden-states bug; different generation paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Two distinct import errors for different symbols/modules; only broad symptom overlap." + }, + { + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "One is a SigLIP2 docs/example problem; the other is a `text_kwargs`/`return_tensors` precedence bug. Not the same change." + "reason": "Processor/tokenizer regression in custom multimodal code vs SigLIP2 discrepancy; different bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights/vocab handling, but one is serialization-by-device and the other is LoRA merge collapse after vocab extension; different failure modes." + "reason": "Both involve tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension; not mergeable as one fix." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; too different to merge." + "reason": "Documentation example errors vs an API bug where return_tensors is ignored; unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template issues, but one is multimodal assistant masks and the other is tool-call tokenization crash. Separate bugs." + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs while the other is a crash on tool-call messages; different concrete failures." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and GraniteSpeech CI device-override failure are unrelated." + "reason": "Tokenizer special-token registration bug vs a stale CI test; not the same underlying defect." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL position-id logic and FP8 inference failure on B200 are different subsystems and symptoms." + "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize with untied weights." + "reason": "XLNet device-placement bug vs CohereASR training-loss shift bug; different model code paths." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "XLNet CPU `arange` placement and CohereASR double-shift training loss are unrelated model bugs." + "reason": "Tokenizer detokenization spacing issue vs output embedding reinitialization on resize; different mechanisms." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are different issues with no shared code path evident." + "reason": "Embedding dtype drift in eval vs memory inefficiency in Qwen3 MoE training; not the same bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen2.5-VL import error are unrelated." + "reason": "FP8 config failure in Qwen3Moe vs an import error for a Qwen2.5-VL class; unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption during `from_pretrained()` is separate from CLIP text model structure inconsistency." + "reason": "Both are v5 regressions around model internals, but one corrupts non-persistent buffers during from_pretrained and the other changes CLIP text model structure; not the same code-path problem." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing Qwen2.5-VL and detokenization for DeepSeek coder are unrelated." + "reason": "ImportError for a missing class vs incorrect detokenization in a specific model; different issues." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "`gguf_file` loading breakage and stale `config.dtype` after `from_config(dtype=...)` are different API regressions." + "reason": "gguf_file loading bug vs dtype bookkeeping mismatch in from_config; unrelated behaviors." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video processor output shapes are unrelated processor bugs." + "reason": "Audio chat-template sampling-rate default vs batched video output shape bug; different processors and failures." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same underlying regression: model config objects missing `pad_token_id` during loading, causing `AttributeError` on new multimodal configs." - }, - { - "left": "issue:45200", - "right": "issue:46899", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaults and Gemma4 4-bit embedder dtype casting are different multimodal issues." + "reason": "Both mention missing pad_token_id, but they affect different config classes and models; no evidence of a single shared fix." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate tokenizer/model integration bugs." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image-generation test failure and paged-generate stale warning are unrelated." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC `from_latents` mismatch and GraniteSpeech CI device override failure are different problems." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release issue are not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:46192", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are separate preprocessing bugs." + "reason": "Different tokenizer/model-loading failures for unrelated architectures." }, { "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "`mm_token_type_ids` defaulting and Qwen2.5-VL rope/position-id scaling are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs issues, but one is pipeline removals and the other is `return_all_scores`; same broad theme, not the same concrete change." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are unrelated runtime failures." - }, - { - "left": "issue:44561", - "right": "issue:46234", + "right": "issue:46899", "accept": false, - "reason": "Removal of `is_torch_fx_available` and a missing `is_falcon_mamba_ssm_available` utility are different import-utility regressions." + "reason": "Gemma4 token-type defaulting bug vs 4-bit quantization dtype cast issue; unrelated multimodal problems." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated model/config bugs." + "reason": "Janus image-generation test failure vs a stale warning in paged generate; not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the duplicate call on issue:43334 vs issue:43525 is conservative and well supported by the shared `pad_token_id` AttributeError. The other soft-edge rejections also stay within what the issue titles justify, without overstating a merge case." - }, - "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 }, @@ -9279,15 +9218,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28282", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", "issue:37428", "issue:38175", + "issue:41720", "issue:43278", "issue:43335", "issue:43388", @@ -9298,47 +9237,56 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", + "issue:43827", + "issue:43901", "issue:43931", "issue:44112", "issue:44206", - "issue:44351", "issue:44448", - "issue:44514", - "issue:44521", + "issue:44561", "issue:44610", "issue:44743", "issue:44855", "issue:44857", + "issue:44898", "issue:45083", - "issue:45127", - "issue:45245", - "issue:45290", + "issue:45200", + "issue:45325", "issue:45412", "issue:45520", "issue:45584", "issue:45593", "issue:45759", "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", "issue:46285", - "issue:46326", "issue:46424", "issue:46512", "issue:46821", "issue:46858" ], "soft_pairs": [ - "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", "issue:43388|issue:43526", - "issue:46424|issue:46858", + "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:44610|issue:44857", + "issue:46424|issue:46858", "issue:45520|issue:46170", "issue:45759|issue:46285", - "issue:43606|issue:45083", "issue:46512|issue:46821", + "issue:43606|issue:45083", "issue:44206|issue:45584", "issue:38175|issue:45412", "issue:43335|issue:43653", @@ -9350,225 +9298,216 @@ "issue:44448|issue:44743", "issue:43335|issue:43504", "issue:44855|issue:45083", - "issue:43278|issue:43825", - "issue:43720|issue:44112", - "issue:29127|issue:32090", - "issue:44514|issue:44521", - "issue:43335|issue:45083", - "issue:37428|issue:44351", - "issue:43335|issue:45593", - "issue:43335|issue:44112", - "issue:45290|issue:46326", - "issue:45127|issue:45245" + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "736d72705fc96247b1bcabda147c6cdfee50af30fc38232893bd55f300130e3b", + "prepared_review_unit_hash": "4bdb11c0b2afd2b0d81b9a5724beddc82860a4bf92ad813902b8205a3ac0b097", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36486, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of distinct Transformers bugs across different models, backends, and failure modes. None of the soft pairs look like true duplicates or the same concrete change, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the strongest representative anchor here: it is open, has the highest discussion/inbound activity in the set, and is clearly scoped to a concrete reproducible bug.", + "summary": "This cluster is mostly heterogeneous Transformers issues with only superficial textual similarity; none of the soft pairs look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No safe canonical issue: the set spans unrelated bugs and regressions, so collapsing them would over-merge.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate for cluster anchoring because it has the clearest ongoing user-facing report and the most evidence of active interest.", + "best_issue_reason": "Issue 43825 is the strongest standalone triage anchor: clear user-facing regression, reproducible description, and inbound references, but it still does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", - "right": "issue:45083", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: DAC latent decoding vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: Perceiver resolution handling vs RT-DETR memory release behavior." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Both mention labels, but one is image-label reduction and the other is text_kwargs/return_tensors handling." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: missing mm_token_type_ids defaults vs rope index scaling in Qwen2.5-VL." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different API regressions and should not be merged." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different models and failure modes: A800 auto device mapping assert vs B200 FP8 inference incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Different bugs: DAC latent reconstruction mismatch vs a qwen3_omni_moe feature-length helper behaving unexpectedly." + "reason": "Different code paths: SwitchTransformers config construction vs Bamba torch.compile/SDPA runtime failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing utility symbols, but they are different symbols with different breakages." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + "reason": "Both involve labels, but one is metric gathering in evaluation and the other is Beit image-label processing." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Both involve cache behavior, but one is about max_cache_length for quantized cache and the other is a static-cache slice arithmetic bug on non-CUDA backends." + "reason": "Completely different helpers and models; only the word \"output\" is broadly shared." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model-specific training bugs: LwDetr AMP crash vs D-FINE auxiliary losses missing when denoising is off." + "reason": "Different detection bugs: AMP/CUDA crash in loss computation vs auxiliary losses not being used." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch is unrelated to the LwDetr float16/CUDA loss crash." + "reason": "Processor/input-size mismatch vs numeric instability in a loss; not the same defect." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is config honoring and the other is device-tensor arithmetic in prefill." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Distinct environment/import issues: Python 3.13 flash_attn lookup vs Windows ROCm torch.distributed dependency failure." + "reason": "Different environment/import failures: Python 3.13 flash_attn lookup vs Windows ROCm torch.distributed dependency." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model families and failure modes: Qwen multimodal config unwrapping vs CLIP text-model structure inconsistency." + "reason": "Different model-structure regressions affecting unrelated composite/config classes." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "Unrelated: dtype bookkeeping in from_config vs TimesFM window_size attribute error." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "One is a stale dtype metadata bug from from_config, the other is a window_size AttributeError in TimesFM 2.5." + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Different regressions: unsupported feature-extractor arg vs Whisper empty-transcription handling." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP is not the same as RT-DETR memory not being released after deletion." + "reason": "Different symptoms and subsystems: zero probabilities vs memory leak on deletion." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are separate bugs." + "reason": "Config bug in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing _flash_supports_window_size import is a specific flash-attention utility breakage, not the broad Torch 2.10 compatibility issue." + "reason": "Specific missing import vs broad Torch 2.10 compatibility issue; not the same bug." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to the GraniteSpeech stale device-override CI test." + "reason": "Different areas: Bamba SDPA/compile behavior vs a GraniteSpeech CI test regression." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are a different issue from Trainer broadcast rejecting NoneType." + "reason": "Both are failures, but one is Flash Attention test breakage and the other is a Trainer broadcast TypeError." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-missing ImportError and MacOS bus error on a CLIP model are clearly different failures." + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error in a CLIP community model." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are not the same code-path bug." + "reason": "Different model-loading failures: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output differences across versions are unrelated to Qwen3.5 modular recurrent-state reset behavior." + "reason": "Different models and bugs: Pegasus v4/v5 output divergence vs recurrent state reset in qwen3_5." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Beit semantic-segmentation preset loading with a legacy field." + "reason": "SwitchTransformers config creation and Beit legacy-field loading are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 TorchScript parsing error is not the same as the qwen3_omni_moe helper-function issue." + "reason": "Python 3.13 JIT parsing failure is unrelated to qwen3_omni_moe length helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "BF16-to-FP32 dtype drift during eval and a pipeline translation-task error message are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override issue." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are different problems." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is assistant_masks being all zero for multimodal inputs." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length arithmetic are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Flash-attention utility import failure is not the same as the missing HybridCache import." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss issue do not share the same underlying code path." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "SwitchTransformers config bug is unrelated to the GraniteSpeech stale device-override CI failure." - }, - { - "left": "issue:45290", - "right": "issue:46326", - "accept": false, - "reason": "Both are chat-template related, but one is tool-call handling with empty content and the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Different regressions: dtype drift between train/eval vs an incorrect pipeline error message." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit RuntimeError." + "reason": "Model-loading problems, but with different root causes and code paths." } ] }, @@ -9590,61 +9529,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:26413", - "issue:27957", "issue:28218", - "issue:29870", - "issue:29942", + "issue:29127", "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", - "issue:38175", + "issue:37428", "issue:39692", "issue:42490", - "issue:43278", - "issue:43329", + "issue:43335", "issue:43526", - "issue:43550", "issue:43575", "issue:43606", "issue:43701", + "issue:43720", "issue:43819", "issue:43854", + "issue:44112", "issue:44206", + "issue:44351", "issue:44360", "issue:44448", "issue:44493", + "issue:44514", + "issue:44521", "issue:44561", "issue:44617", "issue:44779", "issue:44857", - "issue:44977", "issue:45072", "issue:45083", + "issue:45127", + "issue:45245", "issue:45290", "issue:45310", - "issue:45381", "issue:45459", "issue:45478", "issue:45588", + "issue:45593", "issue:45823", "issue:45859", - "issue:45920", - "issue:46192", "issue:46234", + "issue:46326", "issue:46431", "issue:46566", "issue:46697" ], "soft_pairs": [ - "issue:46431|issue:46566", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:45127|issue:45245", "issue:34689|issue:35141", "issue:45588|issue:45859", "issue:42490|issue:43854", + "issue:46431|issue:46566", "issue:45310|issue:45478", "issue:44448|issue:44779", "issue:43819|issue:44493", @@ -9653,232 +9602,223 @@ "issue:43606|issue:44857", "issue:28218|issue:32090", "issue:45459|issue:46234", - "issue:44617|issue:46697", - "issue:39692|issue:44493", "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44617|issue:46697", "issue:44206|issue:45823", "issue:32090|issue:33357", - "issue:44360|issue:44561", "issue:42490|issue:43575", - "issue:44857|issue:45072", - "issue:43550|issue:45083", - "issue:38175|issue:44493", - "issue:27957|issue:34689", - "issue:29942|issue:35141", - "issue:29870|issue:32090", - "issue:44448|issue:44977", - "issue:43278|issue:43329", - "issue:45920|issue:46192", - "issue:45290|issue:45381" + "issue:44360|issue:44561", + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "d673e4c92428b8b64ad6456c89cab74acebff93e8d48c417185a265a8ecefa7c", + "prepared_review_unit_hash": "18b402c42b5eaabc6161c4076fdf37e670872f91c5019fa86b8657e26ed4a3f0", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35847, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports that only share broad themes like loading, device mismatch, or regression wording. I found one strong duplicate pair: the repeated Qwen3.5 MoE `from_pretrained` error reports.", + "summary": "This cluster is mostly a set of false-positive similarity matches across unrelated bugs. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression; the rest differ by model, subsystem, or failure mode.", "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the best issue representative for the only clear duplicate subgroup: it is the earlier, fuller report of the Qwen3.5 MoE `from_pretrained` regression, and 45478 reads like a later re-report of the same bug.", + "canonical_issue_reason": "Issue 45310 is the earliest and clearest report of the only true duplicate pair (`transformers>=5.4.0` / Qwen3.5 MoE `from_pretrained` failure), so it is the best issue to anchor that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest issue to keep as canonical for deduping because it has the clearest overlap with 45478 and appears to be the more detailed primary report.", + "best_issue_reason": "Issue 45310 is the strongest standalone representative here because it describes a concrete, version-scoped regression with a reproducible model-specific failure and matches its duplicate cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: LayoutLMv3 error-message clarity vs Trainer GPU broadcast failing on NoneType." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: SwitchTransformers config construction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: BitNet packed-weight loading vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Both involve loading/configuration, but one is a missing chat-template error in a processor and the other is DiffusionGemma staying on meta with `device_map=\"auto\"`; different bugs." + "reason": "No shared underlying defect; sparse-layer config creation and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batching/padding crash while the other is zeroed assistant masks for multimodal input; too different to merge." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating/tokenization, but one is tool-call handling with no content and the other is `continue_final_message` behavior in mistral_common tokenizers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Model-collapse after LoRA merge is unrelated to the 2^24 category-count limit error." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are model-loading related, but one is a Llama 3.2 vision load failure and the other is token-embedding reinitialization during `post_init`; not the same code-path." + "reason": "Different failures: Llama 3.2 Vision loading regression vs embedding reinitialization after resizing tokens." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "One crashes in flash-attention integration on `s_aux=None`, the other is a CPU-offload incompatibility in Qwen3_5Moe rotary embedding; distinct failures." + "reason": "Different concrete code paths: flash_attention sinkless `s_aux=None` crash vs Qwen3.5 rotary embedding CPU-offload incompatibility." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash import warning for local paths is unrelated to GLM-4.7 Flash loading failures in unit tests." + "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash load issue are not the same bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Processor chat-template absence and DiffusionGemma meta-device loading are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported bug: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0; 45478 looks like a duplicate re-report of 45310." + "reason": "Exact same reported regression: `transformers>=5.4.0` causes Qwen3.5 MoE `from_pretrained` to fail." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are regressions, but one is Pegasus output divergence across v4/v5 while the other is DeepSeek tokenizer behavior in v5; different subsystems and fixes." + "reason": "Both are version-regression reports, but on different models/subsystems and different observable output failures." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "`DAC.from_latents` missing STE mismatch is unrelated to the position-id unexpected-key issue affecting many models." + "reason": "DAC forward/latents mismatch is unrelated to unexpected position-id keys during model loading." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint resumption epoch-iterator failure and FineWeb training startup failure are different training-loop problems." + "reason": "Checkpoint-resume iterator failure is not the same as FineWeb training failing to start." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same bug as `reduce_labels` returning only one label in BeitImageProcessorFast." + "reason": "SigLIP2 docs errors and BeitImageProcessorFast label reduction are separate image-processing issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "One is a CPU-offload device mismatch for bark-small, the other is an AMP/CUDA crash in LwDetrImageLoss; different code paths." + "reason": "Device-mismatch with CPU offload and float16 AMP loss crashing are different runtime failures." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType failure are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking with missing protobuf support is unrelated to the missing `is_falcon_mamba_ssm_available` import-utils symbol." + "reason": "Tokenizer protobuf error masking and a missing import-utils availability helper are different import/tokenizer concerns." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "A Sam3Video OOM and Swin2SR over-padding are different model/preprocessing problems." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc-example issues do not match the widespread unexpected position-id-key regression." + "reason": "SigLIP2 documentation mistakes do not match the unexpected position-id key issue." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Checkpoint key mismatch and Qwen3 Omni-MoE feature-length helper behavior are unrelated." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are completely different bugs." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` arg in `LasrFeatureExtractor` is unrelated to Gemma4 PLE device placement under `device_map=\"auto\"`." + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are different failures." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." + "reason": "Trainer NoneType broadcast failure and MacOS bus error in CLIP loading have no shared code-path." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention numeric/runtime issues, but one is an AMP loss crash and the other is a bfloat16 dtype mismatch in inference; not the same concrete defect." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni-MoE feature-length helper behavior." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific issue, not the general position-id unexpected-key regression." - }, - { - "left": "issue:27957", - "right": "issue:34689", - "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 vision loading failure are unrelated." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Failing Flash Attention 2 tests do not share the same underlying bug as embedding reinitialization after resize." - }, - { - "left": "issue:29870", - "right": "issue:32090", - "accept": false, - "reason": "Bart generate-time `decoder_attention_mask` assignment bug is unrelated to the Trainer broadcast NoneType crash." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-path problems." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Embedding dtype drift in evaluate and undefined video-branch variables in multimodal token counting are distinct issues." + "reason": "Local-path import warning and tensor-parallel OOM while loading Qwen2-57B are different issues." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer for multiple models is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "DSA indexer activation discussion and removal of `is_torch_fx_available` breaking remote-code models are unrelated." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Chat-template crashes on tool-call assistant messages and incorrect Qwen2.5-VL video position IDs are different bugs." + "reason": "Both mention numeric precision, but one is an image-loss crash and the other is bfloat16 dtype mismatch in different models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The dedupe call is well grounded in the packet: 45310 and 45478 have the same title and clearly overlapping Qwen3.5 MoE `from_pretrained` regression reports, with 45310 being the earlier/more detailed report. The soft-edge rejections are appropriately conservative and do not overclaim cross-issue sameness." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, issue:45310/issue:45478, is an exact duplicate by title and topic, and the remaining verdicts are appropriately rejected as different bugs, models, or code paths." }, "evaluator_used": true, "retried": false, @@ -9897,35 +9837,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:10000", "issue:15354", "issue:25251", - "issue:29127", + "issue:27957", "issue:29870", + "issue:29942", "issue:32090", "issue:33290", - "issue:33357", - "issue:34567", + "issue:34689", + "issue:35141", "issue:37428", - "issue:39692", + "issue:38175", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", "issue:43278", + "issue:43329", "issue:43381", "issue:43526", + "issue:43550", "issue:43575", - "issue:43701", "issue:43873", "issue:43927", "issue:43976", - "issue:44186", - "issue:44361", "issue:44448", "issue:44466", + "issue:44493", "issue:44561", "issue:44568", "issue:44779", @@ -9933,261 +9873,255 @@ "issue:44857", "issue:44871", "issue:44977", - "issue:45198", + "issue:45083", "issue:45229", "issue:45290", + "issue:45381", "issue:45440", "issue:45491", - "issue:45563", "issue:45588", "issue:45698", - "issue:45803", - "issue:45823", + "issue:45920", + "issue:46192", "issue:46399", "issue:46421", "issue:46655", "issue:46858" ], "soft_pairs": [ - "issue:43927|issue:45698", - "issue:44977|issue:45229", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", "issue:10000|issue:15354", - "issue:44855|issue:46399", + "issue:44977|issue:45229", "issue:43278|issue:43381", - "issue:45290|issue:46655", + "issue:43927|issue:45698", "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:45290|issue:46655", "issue:40444|issue:43526", "issue:44857|issue:45588", "issue:37428|issue:42175", - "issue:46421|issue:46858", "issue:32090|issue:33290", + "issue:46421|issue:46858", "issue:44561|issue:44779", "issue:43873|issue:45229", - "issue:43976|issue:45440", "issue:44448|issue:44466", + "issue:43976|issue:45440", "issue:25251|issue:32090", "issue:42490|issue:43873", "issue:44568|issue:45491", "issue:43278|issue:43575", - "issue:44871|issue:44977", - "issue:41720|issue:45229", - "issue:45588|issue:45823", - "issue:43381|issue:43701", - "issue:29127|issue:34567", - "issue:44977|issue:45563", - "issue:33357|issue:39692", - "issue:45198|issue:45803", - "issue:44361|issue:45198", - "issue:44186|issue:45198" + "issue:44871|issue:44977" ], - "prepared_review_unit_hash": "b66be1c1b54d1bfb08db61066861770a91dc316634d341d2a331d0a15c80512c", + "prepared_review_unit_hash": "066a87a486993fa14a7e09edfde1cf61477723398f4bc54a3c7199eca45e4211", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37005, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "serialized_chars": 37070, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a broad grab-bag of unrelated Transformers bugs across tokenizers, generation, training, caching, quantization, and packaging. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43873 is the best representative anchor: it is open, has several inbound references, and describes a broad runtime problem around offloading/quantization. That said, the cluster is heterogeneous and does not really have a true duplicate hub.", + "summary": "This cluster is mostly heterogeneous; I don\u2019t see any true duplicate pairs. The links are mainly broad topical similarities (tokenizers, flash-attention, cache/compile, vision), but the underlying bugs differ.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45920 is the broadest concrete regression in the set: it describes a tokenizer bug affecting multiple models, with the widest impact and clearest cross-model pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue to keep as the cluster representative because it is active and broadly scoped, but it should not be treated as evidence that the rest are duplicates.", + "best_issue_reason": "Issue 45920 is the best overall representative because it is a high-signal, user-facing regression spanning several model families, while most other issues are narrower and model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/load flows, but one is a custom token ID persistence bug and the other is wrong custom-module resolution after save_pretrained; different failure modes." - }, - { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Different models and symptoms: flash-attention generation failure vs multi-GPU CUDA OOM." + "reason": "Different failures in different code paths: torch.compile/SDPA vs a multimodal feature-length helper bug." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Old DistilBERT issue vs torch.jit.script GeneratorExp export problem; unrelated code paths." + "reason": "Both mention model loading/attention, but they are different models and different root causes." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Both mention decorators/script, but one is a Python 3.13 import parsing issue and the other is a missing decorator in Qwen3.5 kernel registration." + "reason": "Failing Flash Attention tests is not the same bug as embedding reinitialization after resize." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Eval-mode related, but one is BF16\u2192FP32 dtype drift and the other is gradient checkpointing being unsupported in eval." + "reason": "A SigLIP2 zero-probability issue and a position-id key warning are unrelated symptoms." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Chat-template tool-call crash and video padding calculation bug are separate preprocessing problems." + "reason": "Bart generate() decoder mask bug and Trainer _gpu_broadcast_one NoneType error are distinct." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Generation mask initialization error vs Deepspeed/Adafactor OOM; different components and root causes." + "reason": "BF16->FP32 evaluation drift and undefined multimodal token variables are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both are vision-related, but one is a multi-image finetuning failure and the other is a label-reduction bug in BeitImageProcessorFast." + "reason": "Different models and different symptoms: Pegasus output mismatch vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "AMP loss crash and flash_attention AttributeError are unrelated code-path failures." + "reason": "Both are tokenizer-related, but one is wrong token IDs across models while the other is return_tensors handling." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Import error for a missing flash-attention helper vs packaging/backend dependency omission." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue are separate bugs." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Both touch cache/compile, but one is spurious recompilation from lazy init and the other is a device-tensor return breaking slice arithmetic on non-CUDA backends." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Trainer broadcast of NoneType and OOM with Adafactor/Deepspeed are different training failures." + "reason": "Flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different problems." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Both are v5 regressions, but one breaks trust_remote_code via removed FX helper and the other changes DeepSeek tokenizer output." + "reason": "Evaluation dtype drift is not the same as gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Both are memory/offloading themed, but one is quantization offloading not working and the other is multi-GPU inference OOM; not the same bug." + "reason": "Config save/load losing token IDs and loading the wrong custom module after save_pretrained are different persistence bugs." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Python version compatibility issue vs native DeepSeekV3MoE divergence; unrelated." + "reason": "Generation-time decoder mask error and Adafactor/DeepSpeed OOM are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Both are v4/v5 regressions, but one is generation output mismatch and the other is inconsistent serialization/tied-weights behavior." + "reason": "Python 3.13 import parsing error and Qwen3.5 missing-decorator registration error are not the same bug." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to the Trainer _gpu_broadcast_one TypeError." + "reason": "Chat template tool-call crash and SmolVLM video padding bug are separate code paths." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Local-path trailing-slash warning and quantization offloading failure do not share a concrete code-path bug." + "reason": "IterableDataset multi-image finetuning failure and BEiT label reduction bug are different processor/training issues." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings from sliding-window attention are distinct issues." + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention sink-less-model AttributeError are unrelated." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Eval dtype drift vs tensor-parallel OOM while loading a large Qwen model; unrelated." + "reason": "Importing a missing flash-attention helper and missing TensorFlow in the torch extra are different packaging/runtime issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "EOS token config mismatch and flash-attention generation failure are different model-specific bugs." + "reason": "Trainer broadcast TypeError and Adafactor/DeepSpeed OOM are not the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Auto device-mapping assert on A800 and Gemma4 multi-GPU OOM are separate inference problems." + "reason": "Both involve cache/compile, but one is lazy-init recompilation and the other is device-tensor seq-length arithmetic; related area, distinct root cause." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Flash-attention sinkless crash and Gemma4 PLE device mismatch are unrelated forward/integration failures." + "reason": "Removal of is_torch_fx_available breaks trust_remote_code, while the other is a DeepSeek tokenizer regression." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Eval-mode checkpointing restriction vs resume-from-checkpoint key mismatch; different mechanisms." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different memory-management problems." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs TrainerState token-count update bug." + "reason": "Pegasus output divergence and lm_head serialization inconsistency are different bugs." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Generation crash vs stale warning emission; not the same underlying defect." + "reason": "Python version support issue and DeepseekV3MoE implementation divergence are unrelated." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs/model mismatch are separate issues." + "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature bare-except bug; different code paths." + "reason": "Local-path import warning and quantization offloading issues are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings are different bugs." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/batched padding is not the same as Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are unrelated." } ] }, @@ -10209,15 +10143,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:29127", "issue:29870", "issue:29942", "issue:30064", "issue:33357", + "issue:34567", "issue:34689", - "issue:35141", + "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", @@ -10225,24 +10161,23 @@ "issue:43066", "issue:43381", "issue:43412", - "issue:43421", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43931", "issue:43994", + "issue:44186", "issue:44206", "issue:44265", - "issue:44387", + "issue:44361", "issue:44442", "issue:44462", - "issue:44464", "issue:44479", "issue:44743", - "issue:45072", + "issue:44977", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", "issue:45406", @@ -10251,261 +10186,268 @@ "issue:45459", "issue:45491", "issue:45563", - "issue:45584", "issue:45588", "issue:45593", "issue:45712", + "issue:45803", + "issue:45823", "issue:46121", - "issue:46369", "issue:46693" ], "soft_pairs": [ - "issue:43653|issue:44743", - "issue:43611|issue:46121", - "issue:45372|issue:45588", - "issue:29870|issue:34689", - "issue:42915|issue:42994", - "issue:43756|issue:45440", - "issue:45372|issue:45406", + "issue:43381|issue:43701", + "issue:45588|issue:45823", + "issue:29127|issue:34567", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:45372|issue:45406", "issue:44206|issue:44479", "issue:43412|issue:45588", - "issue:29942|issue:30064", - "issue:45491|issue:46693", "issue:45459|issue:45712", - "issue:43065|issue:43994", - "issue:45245|issue:45563", + "issue:45491|issue:46693", "issue:44265|issue:45198", "issue:29127|issue:33357", + "issue:43065|issue:43994", "issue:43065|issue:45412", - "issue:43066|issue:44462", + "issue:45245|issue:45563", "issue:43575|issue:43701", + "issue:43066|issue:44462", "issue:45440|issue:45593", "issue:45372|issue:45459", - "issue:42490|issue:43381", - "issue:29127|issue:35141", - "issue:43421|issue:45491", - "issue:43994|issue:45412", - "issue:45412|issue:46369", - "issue:43575|issue:44387", - "issue:44442|issue:45072", - "issue:42915|issue:43931", - "issue:44464|issue:45584" + "issue:42490|issue:43381" ], - "prepared_review_unit_hash": "9f0599c625cf3a2eb63edf3a56dd1a896b12e330fd1cae5e65ef9d99318fe63d", + "prepared_review_unit_hash": "3305b90ecfd90f5b79c1b980b2ef08ac804c229cb05cdf59d36be4391d3cf16f", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36513, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad semantic grab-bag of unrelated Transformers issues (tokenizers, loading, generation, export, quantization, vision, memory, and model-specific regressions). None of the soft edges look like the same underlying bug/change, so they should all be rejected as duplicate candidates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous; none of the soft-similarity pairs look like the same underlying bug or change. I would not merge any pair, and there are no PRs in the cluster.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45412 is the clearest self-contained bug report in the set: it describes a concrete RT-DETR memory leak with real user impact and reproducible behavior.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45412 is the best representative issue if one must anchor the cluster, because it is a specific runtime defect rather than a broad or documentation-only complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer special-token registration/empty decode is unrelated to Qwen recurrent-state reset in cached seq_len>1." + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatches are different training/runtime problems." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Both involve loading/config code, but one is a base_model_prefix regression and the other is rope-validation type handling." + "reason": "One is a flash-attention integration crash on s_aux=None; the other is a Gemma4 device-map mismatch during forward." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Gemma processor import failure and flash-attention sink handling are different code paths and symptoms." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to Llama 3.2 Vision model-loading breakage." + "reason": "Both mention CUDA failures, but one is an auto-device-map assert and the other is a multi-GPU OOM; different root causes." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both touch quantization, but one is FineGrainedFP8 config support and the other is quantized model saving." + "reason": "A MacOS CLIP bus error is not the same bug as a SigLIP2 documentation example/model-processor mismatch." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation bugs." + "reason": "Flash-attention generation failure and a stale paged-generate warning are different issues." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Processor loading import error and serve-time missing _tokenizer attribute are distinct failures." + "reason": "Wav2Vec2 save/tokenization failures are unrelated to a bare-except in FuyuBatchFeature.convert_to_tensors()." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to FastSpeech2ConformerTokenizer loading failure." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failures affect different code paths." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Unsupported center arg in a feature extractor is not the same as the video-input regression in VL models." + "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Executorch export guard/support issue is unrelated to flash_attention s_aux=None crash." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate regressions." + "reason": "base_model_prefix loading regressions and rope-validation TypeErrors are different loader/config bugs." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Both mention long-context/FA2, but one is NaN embeddings and the other is a performance regression." + "reason": "BART generate() decoder mask initialization and Llama 3.2 vision model loading are separate failures." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Hidden tokenizer errors from protobuf handling and leftover dummy classes are unrelated maintenance issues." + "reason": "Gemma4 processor import failure is not the same as the flash-attention s_aux=None crash." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d placeholder and SigLIP2 nonsensical outputs are not the same bug." + "reason": "FineGrainedFP8Config failure and quantized-model saving failure involve different quantization stages." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Category-count overflow and stale paging warning in generate() affect different subsystems." + "reason": "Smollm3 RoPE-layer handling and DeepseekV3MoE divergence are distinct architecture/implementation issues." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "BigBirdTokenizer special-token registration has no overlap with AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "LayoutLMv3 box-insufficient info messaging and MacOS CLIP bus error are unrelated." + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are unrelated." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different defects." + "reason": "Gemma4 processor import errors are not the same as transformers serve crashing on missing _tokenizer." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading problems." + "reason": "Unsupported center-arg feature extraction and Qwen video-input regression are different code paths." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and resume_from_checkpoint key mismatch do not share a concrete bug." + "reason": "ExecuTorch export guard/erfinv problems are unrelated to the flash-attention sink-less-model crash." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "DeepSeekV3MoE implementation drift and D-FINE auxiliary-loss omission are unrelated model behaviors." + "reason": "Masking tokenizer errors when protobuf is missing is a different defect from leftover dummy classes in dummy_pt_objects.py." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Gemma processor import dependency issue is not the same as protobuf exception masking tokenizer errors." + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are not the same bug." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are separate concerns." + "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:29127", - "right": "issue:35141", + "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and post_init reinitializing resized embeddings are unrelated." + "reason": "LayoutLMv3 error messaging and CLIP Mac bus errors have no shared concrete failure mode." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different tokenizer/model execution bugs." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." }, { - "left": "issue:43994", + "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model issues." + "reason": "A placeholder convolution layer and an RT-DETR memory leak are different bugs." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different memory problems with different causes." + "reason": "Category-count runtime limits and stale generation warnings do not describe the same issue." }, { "left": "issue:43575", - "right": "issue:44387", + "right": "issue:43701", "accept": false, - "reason": "TP load OOM and increased reserved memory under int4 quantization are both OOMs but not the same root cause." + "reason": "Tensor-parallel OOM on Qwen2-57B and resume-from-checkpoint key mismatches are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Tokenizer-loading failure and bfloat16 dtype mismatch in inference are unrelated." + "reason": "Tokenizer decoder-type changes in v5 and AutoTokenizer ignoring tokenizer.json are distinct loading behaviors." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different regressions." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are separate model bugs." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Compiled chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct generation bugs." + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A local-path trailing-slash import warning is unrelated to gradient checkpointing being unusable in eval mode." } ] }, @@ -10527,283 +10469,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:27957", "issue:29127", - "issue:29870", "issue:33290", "issue:34689", "issue:35141", - "issue:42175", "issue:42490", + "issue:42915", "issue:43262", - "issue:43316", "issue:43334", "issue:43381", - "issue:43493", - "issue:43525", + "issue:43421", "issue:43526", "issue:43531", + "issue:43575", "issue:43646", - "issue:43720", "issue:43761", "issue:43824", - "issue:43827", "issue:43873", + "issue:43931", "issue:43994", "issue:44077", "issue:44186", "issue:44206", "issue:44279", + "issue:44387", "issue:44442", + "issue:44464", "issue:44514", "issue:44743", "issue:44811", "issue:44898", "issue:44977", - "issue:45003", + "issue:45072", "issue:45245", "issue:45250", "issue:45381", - "issue:45440", + "issue:45412", + "issue:45491", + "issue:45584", "issue:45588", "issue:45600", "issue:45834", "issue:45859", "issue:46121", - "issue:46234", "issue:46369", "issue:46399", "issue:46640", "issue:46693" ], "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:42915|issue:43931", "issue:43526|issue:45834", "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:27957|issue:29127", + "issue:27957|issue:33290", "issue:45250|issue:46640", "issue:43994|issue:46369", - "issue:27957|issue:33290", - "issue:43526|issue:44186", "issue:33290|issue:34689", - "issue:43334|issue:43531", + "issue:43526|issue:44186", "issue:33290|issue:35141", + "issue:43334|issue:43531", "issue:46121|issue:46399", "issue:45588|issue:45600", "issue:43381|issue:43873", "issue:44514|issue:45381", "issue:43761|issue:45859", - "issue:44977|issue:45245", "issue:43646|issue:44077", + "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:44442|issue:44898", "issue:43262|issue:44206", - "issue:45003|issue:45440", - "issue:42490|issue:44743", - "issue:43720|issue:44442", - "issue:42175|issue:46234", - "issue:27957|issue:29870", - "issue:43493|issue:43827", - "issue:43316|issue:43525" + "issue:42490|issue:44743" ], - "prepared_review_unit_hash": "c3108308f7c596848e737ff380bd424943026e15788a3a4d73e4cb49fe01344b", + "prepared_review_unit_hash": "4e0532bb25d565a10b69740d6768dc40549c090d2347b24f907179a17b5a2ab2", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35995, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 30, + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial matches on broad terms like Flash Attention, Qwen, or config/init errors, but they describe different concrete bugs and would not be merged as duplicates. This looks like a noisy similarity cluster rather than one coherent duplicate set.", + "summary": "The soft pairs mostly share only broad wording (memory, Flash Attention, Qwen, load failures) but describe different models, APIs, or failure modes. I would reject all candidate duplicates; none look like the same concrete bug/change.", "confidence": 0.93, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:43761 is the clearest, most self-contained bug report in the set: it names the exact regression, the affected API, and the observable wrong result (`hidden_states=None` despite `output_hidden_states=True`).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43761 is the strongest issue to anchor triage because it is specific, reproducible, and narrowly scoped, which makes duplicate matching less ambiguous than the broader OOM/loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input memory/index behavior." + "reason": "Different subsystems and symptoms: LayoutLMv3 error clarity vs token embedding reinitialization after resize." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Unrelated bugs: BeitImageProcessorFast label handling vs FA2 long-context performance regression." + "reason": "Tokenizer post-processor updates at runtime is unrelated to Gemma3 NaNs from sliding-window/all-padding behavior." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "One is a specific Qwen2.5-VL import error; the other is a generic dependency issue with no concrete shared code path." + "reason": "SigLIP2 nonsensical inference and RT-DETR memory release are different bug classes and code paths." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Only share being model bugs in Transformers; XLMRoberta Flash Attention 2 and LayoutLMv3 error messaging are different problems." + "reason": "Both mention memory, but one is GC/release behavior and the other is runtime overflow in sam3-litetext." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic and do not indicate the same underlying bug or code path." + "reason": "Both are OOM reports, but one is TP model loading and the other is int4 quantization memory growth in 5.x." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different models and failure modes: SigLIP2 wrong outputs vs SAM3 LiteText memory overflow." + "reason": "AutoTokenizer loading failure for one tokenizer is unrelated to dtype mismatch inference bugs in another subsystem." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support issue and Adafactor+DeepSpeed OOM are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { "left": "issue:43526", - "right": "issue:44186", + "right": "issue:45834", "accept": false, - "reason": "Different processors/tokenizers and different crash conditions; no shared concrete defect." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long OCR index error do not share the same failure path." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed is not the same as Llama 3.2 Vision model loading regression." + "reason": "Label-array reduction bug is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Both are Qwen-related, but one is a missing config attribute and the other is a sliding_window behavior issue." + "reason": "A missing import for a specific class is too different from a vague dependency issue to treat as the same bug." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Memory blowup in optimizer/offload path versus embedding reinitialization after resize; different bugs." + "reason": "Flash Attention support for XLM-Roberta is unrelated to a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Rope-parameter validation type error and Qwen3.5 kernel registration crash are different code paths." + "reason": "FA2 support and adafactor/deepspeed OOM are different problems with different triggers." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Flash-attention sinkless-model crash and removed auto-mapping config references are unrelated." + "reason": "Both are generic FA2 titles with no concrete evidence they refer to the same underlying bug." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is separate from quantization offloading behavior." + "reason": "Different models and symptoms: inference quality issue vs memory overflow on model call." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video vision_position_ids correctness." + "reason": "Optimizer-related OOM and Llama 3.2 Vision loading regression are unrelated." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5MoE CPU offload incompatibility are unrelated." + "reason": "ImageProcessor label handling and LayoutLMv2 tokenizer crashes are separate preprocessing bugs." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug has no relation to category-count runtime limits." + "reason": "OOM in deepspeed/adafactor is not the same as embedding reinitialization after resize." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage and PatchTSMixer post_init policy are not the same concrete bug." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window behavior are different code paths." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Qwen3_5 recurrent-state caching bug and Whisper batch_decode special-token handling are unrelated." + "reason": "Rope-parameter JSON list handling and missing decorator on rotary-pos-emb registration are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-size failure are different model-specific defects." + "reason": "Flash-attention crash on `s_aux=None` and stale auto_mappings references are different failures." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported center argument crash." + "reason": "Gradient checkpointing eval-mode restriction is not the same as quantization offloading behavior." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are not the same issue." + "reason": "Batched chat-template padding crash and video vision_position_ids mismatch are different Qwen2.5-VL bugs." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Local-path import warning and Qwen3_5 recurrent-state reset are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "BitNet packed-weight loading bug and FastSpeech2ConformerTokenizer loading failure are different paths." + "reason": "Custom model initialization breakage and a model-specific post_init constraint are not clearly the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Packaging/backend dependency mismatch and a missing utility export are not duplicates." + "reason": "Qwen3.5 flash-attention generation issue and category-count runtime error are unrelated." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() UnboundLocalError are unrelated." + "reason": "Qwen3 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline() are unrelated changes." + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are different issues." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Chat-template sampling-rate default and unsupported `center` arg in feature extraction are separate audio bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Both involve config APIs, but the reported defects differ and do not clearly target the same missing field or behavior." + "reason": "Local-path import warning has no meaningful overlap with Qwen3 recurrent-state reset behavior." } ] }, @@ -10825,29 +10781,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", "issue:27957", - "issue:28282", + "issue:29870", "issue:32090", + "issue:42175", "issue:42617", "issue:42907", "issue:43232", - "issue:43295", "issue:43316", "issue:43388", + "issue:43493", + "issue:43525", "issue:43550", "issue:43575", "issue:43606", "issue:43643", "issue:43701", + "issue:43720", "issue:43742", "issue:43749", "issue:43761", - "issue:43825", + "issue:43827", "issue:43873", "issue:43931", "issue:44062", @@ -10862,20 +10818,27 @@ "issue:44871", "issue:44913", "issue:44987", + "issue:45003", "issue:45137", "issue:45216", "issue:45325", + "issue:45440", "issue:45698", "issue:45759", "issue:45803", "issue:45907", "issue:46178", "issue:46234", - "issue:46291", "issue:46506", "issue:46697" ], "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43316|issue:43525", "issue:44062|issue:45907", "issue:44077|issue:44479", "issue:45325|issue:46697", @@ -10885,215 +10848,216 @@ "issue:43749|issue:43931", "issue:43316|issue:45759", "issue:43761|issue:44079", - "issue:43761|issue:44188", "issue:44190|issue:44496", + "issue:43761|issue:44188", "issue:43931|issue:45216", - "issue:44987|issue:46178", "issue:44442|issue:45803", - "issue:42907|issue:45698", + "issue:44987|issue:46178", "issue:43232|issue:43388", + "issue:42907|issue:45698", "issue:43701|issue:46506", "issue:42617|issue:43575", - "issue:43550|issue:43701", "issue:27957|issue:32090", + "issue:43550|issue:43701", "issue:43575|issue:43742", - "issue:43606|issue:43701", - "issue:25251|issue:28282", - "issue:46234|issue:46291", - "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:43295|issue:44871" + "issue:43606|issue:43701" ], - "prepared_review_unit_hash": "3ce624b40426d2181e581e8780eeee934e43042359b09ce0fbbbc3be27d416cb", + "prepared_review_unit_hash": "52f686079eb4f46de4ee3879a3c692196e28d94878999707507165b989de4f21", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35284, - "estimated_input_tokens": 8821, - "estimated_eval_tokens": 17898 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share only superficial wording around loading, configs, or regressions, but each describes a different concrete bug or feature gap. No duplicate groups look safe to merge, and there is no meaningful canonical issue/PR for the cluster as a whole.", + "summary": "This is a heterogeneous collection of unrelated Transformers issues; none of the soft pairs look like true duplicates or the same fix target. No soft edges should be merged.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and model-specific problems, so there is no single underlying bug to anchor the cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the cluster is too mixed to justify a canonical duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "One is a sys.modules access bug in modeling_utils; the other is a DeepseekV3MoE parity issue. Different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading/packed-weights issue vs tokenizer loading failure for FastSpeech2ConformerTokenizer; unrelated subsystems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend extra omission is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-R Flash Attention support and BART generate decoder_attention_mask UnboundLocalError are different model/generation bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing pipeline(); one is code parity, the other documentation cleanup." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate config issues." + }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Different problems: tokenizer AddedToken keyword collision vs repo file listing not forwarding revision." + "reason": "AddedToken special-argument duplication vs list_repo_files not forwarding revision; no shared underlying bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Unrelated: patchtsmixer post_init policy vs a video-input regression in Qwen VL models." + "reason": "patchtsmixer post_init validation and Qwen video-input regression are unrelated model/config problems." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Both are vision-related, but one is rope-index time scaling in Qwen2.5-VL and the other is over-padding in Swin2SR." + "reason": "Qwen2.5-VL rope index timing bug vs Swin2SR over-padding in the image processor; different components." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id config inconsistency are different bugs." + "reason": "Quantization offloading behavior is unrelated to Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque underflow are unrelated failures." + "reason": "Python 3.13 torch.jit parsing error in DebertaV2Model vs DeepSpeed ZeRO3 deque IndexError; distinct failure modes." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config fields missing on load vs GPTNeoX rotary_pct not persisting on reload." + "reason": "AutoConfig trust_remote_code missing fields and GPTNeoXConfig rotary_pct reload regression are different config-serialization bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage vs Qwen3-VL weight-shape mismatch on load are distinct issues." + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same bug." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern multimodal config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config unwrap behavior." + "reason": "Gemma3TextConfig field mismatch and composite Qwen multimodal text_config unwrapping are separate API issues." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment when values were previously None." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Different code paths: CLIPVisionModel forward output bug vs attention-kernel divergence under torch.compile." + "reason": "CLIPVisionModel not returning hidden_states and ModelOutput key assignment with None are related at most conceptually, but not the same concrete bug." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config missing model_type." + "reason": "Local dataset loading failure in an example script is unrelated to model_type/config loading for a custom model." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Weight-shape mismatch when loading a model vs broken save_pretrained checkpoint serialization for Qwen3.5." + "reason": "Hidden-states regression in CLIPVisionModel vs attention kernel divergence under torch.compile; different code paths." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Model loading failure for a specific repo vs backend registry error for tensorflow_text." + "reason": "Weight-shape mismatch on load and incorrect checkpoint save_pretrained output are both Qwen3-related but distinct load/save problems." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to FuyuBatchFeature's broad exception handling." + "reason": "Tokenizer loading failure vs bare except in FuyuBatchFeature.convert_to_tensors(); no shared underlying defect." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + "reason": "Model loading regression for physical-intelligence/fast is unrelated to tensorflow_text backend mapping errors." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization bug vs gather_for_metrics dropping tuple labels in the last batch." + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label trimming are separate distributed-training bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals differs from loading the wrong custom module after save_pretrained; unrelated save/load failures." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are not the same issue." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution issue and tensor-parallel OOM when loading a large Qwen model are different failures." + "reason": "3d_parallel.py execution issue vs tensor-parallel OOM when loading a large Qwen model; different problem scope." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + "reason": "Flash Attention 2 support for XLM-R is unrelated to Trainer/_gpu_broadcast_one NoneType broadcast failures." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model TP memory blowup vs key error loading MobileLLM-125M are not the same bug." + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and MobileLLM-125M key error are distinct loading issues." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mapping." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k output-shape change is unrelated to a missing PyTorch dependency error." - }, - { - "left": "issue:46234", - "right": "issue:46291", - "accept": false, - "reason": "Missing import_utils helper vs pipelines import failing on kernels version/revision requirements are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-task error message issue." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token_id config mismatch do not describe the same defect." + "reason": "CPU offload device mismatch for bark-small does not match the checkpoint key-mismatch bug." } ] }, @@ -11115,13 +11079,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", "issue:42175", - "issue:43065", + "issue:43295", "issue:43316", "issue:43352", - "issue:43388", "issue:43404", "issue:43441", "issue:43452", @@ -11130,9 +11097,9 @@ "issue:43572", "issue:43646", "issue:43650", - "issue:43688", "issue:43716", "issue:43761", + "issue:43825", "issue:44077", "issue:44162", "issue:44242", @@ -11142,15 +11109,11 @@ "issue:44514", "issue:44534", "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:45127", - "issue:45200", "issue:45542", "issue:45584", - "issue:45600", "issue:45632", "issue:45698", "issue:45803", @@ -11159,6 +11122,7 @@ "issue:46178", "issue:46202", "issue:46234", + "issue:46291", "issue:46365", "issue:46369", "issue:46421", @@ -11167,217 +11131,224 @@ "issue:46894" ], "soft_pairs": [ + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", "issue:44464|issue:46421", "issue:44871|issue:45584", "issue:43316|issue:43716", - "issue:42175|issue:43316", "issue:44077|issue:44534", + "issue:42175|issue:43316", "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43452|issue:44496", - "issue:43404|issue:43441", "issue:44242|issue:46894", + "issue:43404|issue:43441", "issue:45632|issue:46424", "issue:45803|issue:46170", "issue:44610|issue:46369", "issue:43650|issue:46202", "issue:43761|issue:44479", "issue:43504|issue:45698", - "issue:43540|issue:44514", "issue:45542|issue:46234", + "issue:43540|issue:44514", "issue:43352|issue:46640", - "issue:43572|issue:46178", - "issue:43065|issue:44617", - "issue:43388|issue:43688", - "issue:45127|issue:45200", - "issue:44792|issue:45600" + "issue:43572|issue:46178" ], - "prepared_review_unit_hash": "f6d5ec43e9653791fd153e09c42daf436198f308ed8aaf046a0d8c6a71d3a621", + "prepared_review_unit_hash": "04a4ce25cecad814e8902079cc5438ab032254c172e632d7dfaf5a5b6affd537", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35387, - "estimated_input_tokens": 8847, - "estimated_eval_tokens": 17950 + "soft_pair_count": 27, + "serialized_chars": 35664, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated closed/open Transformer bug reports that only share broad themes like loading, configs, or generation. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45698 is the most active and broadly framed report in the set, so it is the best single anchor if one issue must represent the cluster.", + "summary": "These are mostly superficial similarity hits, not true duplicates. The issues span different models, backends, and code paths, so I reject every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is a grab-bag of unrelated bugs and regressions (loading, config, multimodal preprocessing, backend imports, cache behavior, FlashAttention, etc.) with only broad keyword overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest candidate for triage because it is open, has the most discussion/inbound references, and describes a reusable loading failure rather than a model-specific edge case.", + "best_issue_reason": "No single issue is a good global representative; any candidate would conflate distinct root causes and different fix paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both touch chunked generation/cache behavior, but one is about inconsistent outputs from compiled forward while the other is about lazy cache init causing recompilation. Different symptoms and likely different fixes." + "reason": "Different bugs: pipeline top_k output shape vs missing PyTorch backend import." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Gemma EOS-token config mismatch and Whisper empty transcription failure are unrelated model-specific bugs." + "reason": "Unrelated import_utils helper omission vs kernels version/revision requirement." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "A Gemma3TextConfig API mismatch and a Mistral-3 image preprocessor dtype mismatch are different code paths." + "reason": "Both are v5 regressions, but one is processor/tokenizer image handling and the other is a pipeline error-message issue." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "TensorFlow backend packaging and Gemma3TextConfig API behavior are unrelated." + "reason": "Different code paths: model_max_length question vs ONNX import failure." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "One is about patchtsmixer post_init being optional, the other about non-persistent buffers being initialized incorrectly; not the same bug." + "reason": "Custom model processor regression vs Gemma eos_token_id mismatch; not the same defect." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Gemma EOS-token inconsistency and sinq quantized save/load breakage are different persistence issues." + "reason": "Chunked generation inconsistency with compiled forward is separate from cache lazy-initialization recompilation." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Generic v5 custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Gemma token config mismatch and Whisper empty transcription are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as Mistral-3 image dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy change is different from non-persistent buffer initialization corruption." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend install/dependency problem vs configuration API discrepancy." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized save/load breakage do not share a root cause." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage differs from GPTNeoX rotary_pct reload regression." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Swallowing exceptions in Fuyu tensor conversion and Trainer import failing with datasets installed are unrelated." + "reason": "Bare except swallowing errors is unrelated to Trainer import conflict with datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and a Janus image-generation test failure are not the same underlying bug." + "reason": "ESM2 model breakage and janus test failure are separate model-specific issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "A gguf_file loader problem and an unrecognized model_type config problem are different loading failures." + "reason": "gguf_file/from_pretrained handling is a different problem from unrecognized model config loading." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is separate from FlashAttention support in Ministral-3." + "reason": "MoE load-balancing loss omission is not the same as ASR training loss double-shift." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "These are both loss-related, but one is about router logits gating auxiliary loss and the other is a training-loss double-shift pattern; not the same code path." + "reason": "lm_head weight tying bug and FlashAttention unsupported error are different failures." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collisions for trust_remote_code and max_cache_length handling in quantized cache are unrelated caching bugs." + "reason": "Cache path collision is unrelated to max_cache_length being honored only for quantized cache." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in tensor conversion and Windows ROCm import/dependency issues are different problems." + "reason": "Bare except in tensor conversion is unrelated to Windows ROCm torch.distributed import issues." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo preprocessing size mismatch and Sam3-LiteText memory overflow are unrelated model/runtime issues." + "reason": "Processor/model resolution mismatch is not the same as memory overflow in sam3-litetext." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A vague data request and a Gemma pipeline roundtrip failure are not the same bug." + "reason": "A low-quality data request is not the same as Gemma pipeline roundtrip failure." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different regressions in different components." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression affect different models and paths." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "BEiT legacy-field loading and wrong custom-module loading after save_pretrained are both loading-related, but they concern different mechanisms and fixes." + "reason": "Legacy-field model loading bug vs wrong custom module loaded after save_pretrained are distinct." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched apply_chat_template are separate input-processing bugs." + "reason": "TensorFlow backend installation issue is different from a missing import_utils helper." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling and a missing import_utils helper are unrelated backend/import issues." + "reason": "Qwen3OmniMoe video ValueError and batched chat_template padding=False crash are different multimodal bugs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles do not indicate the same model or code path; too broad to merge." + "reason": "Nemotron explicitly lacking FlashAttention 2 support is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx config regression and tensorflow_text backend mapping errors are unrelated configuration failures." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different Sam3 issues with different fixes." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "gather_for_metrics last-batch label dropping and auxiliary-loss normalization are distinct training bugs." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA/vocab merge collapse and Gemma 4 mm_token_type_ids defaults are different model-training issues." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "A Janus generation test failure and broken auto_mappings references to removed configs are not the same bug." + "reason": "StableLmConfig missing pad_token_idx is unrelated to the tensorflow_text backend registration error." } ] }, @@ -11399,7 +11370,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:25251", "issue:27957", @@ -11407,18 +11378,19 @@ "issue:35141", "issue:41950", "issue:42490", + "issue:43065", + "issue:43388", "issue:43475", "issue:43525", "issue:43531", - "issue:43550", "issue:43644", "issue:43673", + "issue:43688", "issue:43827", "issue:43931", "issue:43976", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", "issue:44242", "issue:44534", @@ -11428,21 +11400,20 @@ "issue:44792", "issue:44855", "issue:44869", - "issue:44877", "issue:44913", "issue:44933", "issue:44964", "issue:44977", + "issue:45127", + "issue:45200", "issue:45245", "issue:45362", - "issue:45381", "issue:45406", - "issue:45563", "issue:45584", "issue:45588", + "issue:45600", "issue:45632", "issue:46082", - "issue:46369", "issue:46421", "issue:46617", "issue:46697", @@ -11451,14 +11422,18 @@ "issue:46897" ], "soft_pairs": [ + "issue:44792|issue:45600", + "issue:43388|issue:43688", "issue:44792|issue:44977", + "issue:43065|issue:44617", + "issue:45127|issue:45200", "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:44190|issue:44964", "issue:43525|issue:43531", - "issue:44734|issue:45406", "issue:44534|issue:44913", "issue:35141|issue:42490", + "issue:44734|issue:45406", "issue:46082|issue:46697", "issue:45632|issue:46617", "issue:44869|issue:46832", @@ -11472,203 +11447,199 @@ "issue:44617|issue:45584", "issue:44933|issue:45362", "issue:43644|issue:44913", - "issue:45563|issue:45584", "issue:25251|issue:27957", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:45381|issue:46369", - "issue:44077|issue:44877" + "issue:43976|issue:44855" ], - "prepared_review_unit_hash": "91d551e6010ea0c56f62e3bef9625ba26d28c079c3b7508a8529307e54e91215", + "prepared_review_unit_hash": "01d217370d4000a1a213fd4aa84d184d47cbfd609354d41d53c7d048f68ce765", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35802, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of superficially similar but mostly unrelated issue reports across different models, pipelines, cache paths, and config behaviors. I would not merge any of the soft-edge pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items split into many unrelated bugs and feature regressions, and the soft pairs do not share a single concrete code path.", + "summary": "The set is broadly heterogeneous and the proposed soft edges are mostly false positives. No pair looks like the same underlying bug/change strongly enough to merge, though there is a small near-duplicate theme around the non-persistent-buffer regression elsewhere in the set.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43644 is the cleanest representative of the only tight duplicate-like theme in this batch: the v5 non-persistent-buffer corruption report. It is earlier and more explicit than later rephrasings, so it is the best issue anchor if a canonical must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; the cluster is too heterogeneous for one issue to represent the others well.", + "best_issue_reason": "43644 is the strongest issue to keep as the representative bug report: concrete symptom, clear scope, and likely the earliest report in the buffer-corruption family. The rest of the set spans unrelated model, pipeline, cache, and docs problems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: Janus image-generation test failure vs auto-mapping references to removed Sam3LiteText configs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both involve training/eval losses, but one is a gather_for_metrics batching bug and the other is auxiliary-loss normalization; not the same defect." + }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model families and failures: janus image generation test vs Qwen3.5 flash-attn generation." + "reason": "Unrelated model-specific failures: Janus image generation vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM3 family, but dummy Conv2d setup and CUDA OOM are different issues with different fixes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different code paths: LoRA merge/tied embeddings bug vs Gemma 4 multimodal token IDs defaulting." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache, but one is a missing cache in chunked prefill and the other is recurrent-state reset logic; different bugs." + "reason": "Both mention cache/state handling, but one is missing GenerationMixin cache in v5.0.0 and the other is recurrent state reset in Qwen3 modular code." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video classification processor lookup and SAM3 video output attribute error are unrelated." + "reason": "Both are SAM3/video-related, but pipeline processor selection and missing fpn_position_embeddings are different failures." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script error vs model loading failure for Phi-4 multimodal; different code paths." + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal pretrained model." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 pad_token_id attribute issue is unrelated to Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Completely different bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload are different configuration bugs." + "reason": "One is the non-persistent-buffer junk regression; the other is rotary_pct not persisting on reload." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on post_init is unrelated to import warning from a trailing-slash local path." + "reason": "Resizing token embeddings reinitialization is unrelated to loading local models from paths ending with a slash." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Config validation for head_dim and image over-padding are unrelated subsystems." + "reason": "Config validation for head_dim is unrelated to image processor over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; not the same bug." + "reason": "Both touch local/trust_remote_code loading, but cache-path collisions and FileNotFoundError from cache are distinct failures." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." + "reason": "Whisper trailing replacement-character crash is unrelated to RT-DETR feature-level mismatch TypeError." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-cardinality runtime error and device-tensor slice arithmetic in cache are different issues." + "reason": "Different low-level tensor/numerical issues: category-count limit vs cache seq-length device tensor arithmetic." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError on import and flash-attention s_aux=None crash are unrelated." + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill cache, but one is missing cache data and the other is lazy init causing recompilation; distinct bugs." + "reason": "Both involve chunked prefill/cache, but one is a missing cache regression and the other is lazy cache init causing recompilation; not mergeable as one bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline APIs is not the same as a SigLIP2 pipeline correctness bug." + "reason": "Docs referencing removed pipeline() and a SigLIP model producing bad outputs are unrelated." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different model-training bugs." + "reason": "Load-balancing loss omission in MoE routing is unrelated to Florence2 training-loss double-shift." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model/config issues." + "reason": "Weight-shape mismatch on load and incorrect tied-weights warning are different model-loading/tieing problems." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate decoder_attention_mask error is unrelated to embedding reinitialization after resize." + "reason": "BART generate() decoder_attention_mask error is unrelated to output embeddings being reinitialized after resizing." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Nonexistent image_utils import and Qwen3.5 chat crash are different API/model failures." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload are different bugs." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Stale generation warning and Whisper empty-transcription crash do not share a code path." + "reason": "Different root causes: non-persistent buffer junk vs rotary_pct not surviving config reload." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 issue are unrelated." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support problem and TorchScript parse error on import are different failures." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in a training script." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Qwen2.5-VL video position_ids bug and SAM3-litetext memory overflow are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Optional post_init enforcement for patchtsmixer and strict config loading for granite_speech are different configuration concerns." + "reason": "Version/Python compatibility report and a TorchScript decorator parsing error are not the same issue." } ] }, @@ -11690,7 +11661,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:25251", "issue:29870", @@ -11701,25 +11672,24 @@ "issue:43335", "issue:43526", "issue:43540", - "issue:43643", + "issue:43550", "issue:43673", "issue:43854", + "issue:44077", "issue:44112", "issue:44190", - "issue:44246", "issue:44462", "issue:44464", "issue:44479", - "issue:44496", "issue:44521", "issue:44610", "issue:44617", "issue:44734", "issue:44737", "issue:44779", + "issue:44877", "issue:44938", "issue:44964", - "issue:45003", "issue:45127", "issue:45245", "issue:45276", @@ -11742,6 +11712,10 @@ "issue:46858" ], "soft_pairs": [ + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:44077|issue:44877", "issue:44479|issue:44734", "issue:41720|issue:45245", "issue:43335|issue:44190", @@ -11752,234 +11726,227 @@ "issue:45381|issue:46655", "issue:44112|issue:45600", "issue:44779|issue:46489", + "issue:43295|issue:45276", "issue:44617|issue:46369", "issue:43526|issue:46697", - "issue:43295|issue:45276", "issue:45290|issue:46752", "issue:44462|issue:45907", - "issue:43540|issue:44734", + "issue:45276|issue:45584", "issue:44737|issue:45803", + "issue:43540|issue:44734", "issue:44938|issue:45542", - "issue:45276|issue:45584", - "issue:44521|issue:45381", "issue:25251|issue:29870", + "issue:44521|issue:45381", "issue:43673|issue:46858", "issue:45632|issue:46234", - "issue:43854|issue:44964", - "issue:44246|issue:45003", - "issue:44964|issue:45600", - "issue:43643|issue:44496", - "issue:44112|issue:44964" + "issue:43854|issue:44964" ], - "prepared_review_unit_hash": "b83b44bb7e004b530682e708c9ad5ad044d6e1da08202b92f249cbac5ad2f6f7", + "prepared_review_unit_hash": "219fa57572604f86e3f74ff0e9727e37b78d43fdbc997a923321800c155374f3", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36313, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated across different models, processors, and runtime paths. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.64, - "canonical_issue_reason": "issue:44521 is the most broadly representative and active user-facing bug in this set: it is open, has multiple inbound references, and concerns multimodal chat-template behavior.", + "summary": "This cluster is mostly heterogeneous issue reports; only one soft pair looks like the same underlying bug family. The DeepSeek tokenizer regression pair is the only plausible duplicate, while the rest are distinct model, processor, cache, or CI failures.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46489 is the most specific and actionable report in the one plausible duplicate family: it names DeepSeek-Coder v1, transformers v5+, and explicitly points to the remaining gap in PR #44801\u2019s fix. Issue 44779 is broader and older.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is a strong triage candidate because it is current, well-discussed, and has clear downstream impact on multimodal workflows.", + "best_issue_reason": "46489 is the best representative issue overall because it is narrowly scoped, regression-oriented, and ties directly to the underlying tokenizer fix gap; the other issues are mostly unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription failure in Whisper; different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile+SDPA model crash is unrelated to a local dataset loading failure in a training script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen video position IDs vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/loading, but one is optional post_init validation and the other is strict config loading; not the same bug." + }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different code paths: video-input regression in generation vs KV-cache continuation crash in serving." + "reason": "Both are regressions, but one is multimodal video input handling and the other is KV-cache continuation indexing in serve." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "One is a Qwen3 auto device-map CUDA assert; the other is a category-cardinality limit error." + "reason": "Unrelated failures: CUDA assert with auto device mapping vs category-count overflow." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs dataset loading in a training script." + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to a dataset script local-path issue." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Both are vision-model issues, but one is a dummy Conv2d in SAM3 pixel decoder and the other is a processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning in paged generate()." + "reason": "Chunked generation inconsistency and a stale warning are different generation behaviors, not the same defect." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to local dataset loading in image-classification script." + "reason": "A documentation example/model-processor mismatch is not the same as a local dataset loading failure." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA extended-vocabulary collapse and Qwen3.5 visual-key save_pretrained regression affect different mechanisms." + "reason": "LoRA merge with extended vocab and incorrect visual encoder keys on save_pretrained are different model-state bugs." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing bugs, but they concern different models and different failures (position IDs vs padding math)." + "reason": "Both are video-input bugs, but they affect different models and different preprocessing logic." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is not the same bug as auto_mappings referencing removed configs." + "reason": "CI test staleness in GraniteSpeech and auto_mappings references to removed configs are separate maintenance issues." }, { "left": "issue:44779", "right": "issue:46489", + "accept": true, + "reason": "Both describe DeepSeek tokenizer outputs becoming wrong in transformers v5+, and 46489 is explicitly a gap in the earlier fix for that same regression family." + }, + { + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both mention DeepSeek tokenizers, but one is a broad v5 regression and the other is a DeepSeek-Coder v1 gap tied to a specific prior fix." + "reason": "Processor.tokenizer regression and resize_token_embeddings not propagating to embeddings are different API breakages." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are distinct model/mode failures." + "reason": "Both mention SAM3 memory pressure, but one is video OOM and the other is LiteText memory overflow; not clearly the same root cause." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to Swin2SR over-padding." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor/tokenizer access regression is different from resize_token_embeddings propagation to Gemma4 embeddings." + "reason": "Label reduction in BeitImageProcessorFast is unrelated to Swin2SR over-padding." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Tool-call/no-content chat-template crash and empty-list IndexError are separate edge cases." + "reason": "Both hit apply_chat_template edge cases, but one is tool-call messages with no content and the other is an empty list IndexError." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files revision forwarding." + "reason": "Tokenizer file resolution and list_repo_files forwarding revision are different Hub/API issues." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is not the same as serving-side KV-cache tensor indexing." + "reason": "Embedding resize propagation and Whisper empty-output generation are unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement bug and bare-except error swallowing are unrelated." + "reason": "CPU tensor creation in XLNet and exception swallowing in FuyuBatchFeature are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "A video-input ValueError in Qwen3OmniMoe is not the same as a KV-cache continuation indexing crash in serve." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend mismatch." + "reason": "Python 3.14 import/load failure and missing TensorFlow backend handling are separate environment issues." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Embedding resize propagation in Gemma4 is unrelated to Whisper empty-transcription failure." + "reason": "Pipeline top_k nested-list output and Bart decoder_attention_mask initialization are unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal templates, but one is assistant-mask computation and the other is video vision-position IDs." - }, - { - "left": "issue:25251", - "right": "issue:29870", - "accept": false, - "reason": "Pipeline top_k output nesting and Bart generate() decoder_attention_mask are different generation bugs." + "reason": "Both involve multimodal/chat behavior, but assistant mask generation and video position IDs are distinct problems." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is a different cache path than static-cache slice arithmetic on non-CUDA backends." + "reason": "Both mention cache/prefill, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Local trust_remote_code cache collisions and a missing import_utils symbol are unrelated." + "reason": "Cache-path collisions for local models and a missing import_utils symbol are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two separate model-loading failures for different models and causes." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Slow import sometimes is not the same as unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to Sam3LiteText config cleanup in CI." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss and unrecognized model_type are different configuration/load failures." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "GraniteSpeech CI test drift is unrelated to Phi-4 multimodal model loading." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both are apply_chat_template bugs, but one is multimodal assistant masks and the other is tool-call handling with missing content." + "reason": "Both are model-loading failures, but they concern different models and likely different causes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The DeepSeek pair (44779/46489) is the only clearly same-family duplicate, and choosing 46489 as the more specific representative is supported by the titles. The other soft-edge rejections are appropriately cautious and do not overclaim shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11994,7 +11961,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:27957", "issue:32090", @@ -12013,14 +11980,15 @@ "issue:43479", "issue:43526", "issue:43531", + "issue:43643", "issue:43650", "issue:43673", - "issue:43824", "issue:43901", "issue:43976", "issue:44016", - "issue:44062", + "issue:44112", "issue:44220", + "issue:44246", "issue:44279", "issue:44295", "issue:44336", @@ -12028,279 +11996,275 @@ "issue:44521", "issue:44683", "issue:44792", - "issue:44933", + "issue:44964", "issue:44987", + "issue:45003", "issue:45042", "issue:45083", "issue:45216", "issue:45335", "issue:45375", "issue:45446", - "issue:45588", "issue:45593", "issue:45600", - "issue:45759", "issue:46082", "issue:46121", "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", "issue:27957|issue:35141", + "issue:42175|issue:44279", "issue:46082|issue:46121", - "issue:42796|issue:44521", "issue:36246|issue:41628", - "issue:43404|issue:45216", + "issue:42796|issue:44521", "issue:36246|issue:38617", + "issue:43404|issue:45216", "issue:32090|issue:35141", "issue:44295|issue:46506", "issue:41950|issue:44016", + "issue:43531|issue:45600", "issue:43650|issue:44220", "issue:43673|issue:46424", - "issue:43531|issue:45600", "issue:43976|issue:44987", - "issue:44016|issue:44220", "issue:43295|issue:45335", + "issue:44016|issue:44220", "issue:45083|issue:46506", "issue:42907|issue:43441", "issue:44683|issue:45446", "issue:43976|issue:44279", "issue:43526|issue:43901", - "issue:43479|issue:45375", "issue:43381|issue:45593", + "issue:43479|issue:45375", "issue:44496|issue:45042", "issue:43901|issue:44496", "issue:43673|issue:44336", - "issue:44792|issue:46424", - "issue:44016|issue:44062", - "issue:43824|issue:44933", - "issue:43441|issue:45588", - "issue:44496|issue:45759" + "issue:44792|issue:46424" ], - "prepared_review_unit_hash": "0adbfc4a6259c5859974695d57c9f56e145ed9dd178f2aa651ed02324b967285", + "prepared_review_unit_hash": "fcacf2be3f3cf78a89a529f0f790ed2860b9e35feb30929a6971dd07113d616e", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37024, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster remains a heterogeneous mix of unrelated issue reports. All soft pairs should be rejected; notably, the two Ministral/FlashAttention reports look related at a high level, but the available evidence is not enough to conclude they are the same underlying defect.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs and regressions, so picking one representative issue would be arbitrary.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated bug reports across different models, pipelines, config-loading paths, and docs. None of the soft-similarity pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping: there is no issue that clearly subsumes the rest of this mixed cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one reports slow `import transformers` while the other is about unsafe `sys.modules` access; different failure modes and fixes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and code paths: Phi-4 multimodal loading vs stale `auto_mappings.py` references to removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields from `trust_remote_code` configs and the other is an unrecognized model missing `model_type`; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Different problems: one is a backend-install/dependency packaging issue, the other is a generic dependency complaint." + "reason": "CI test failure in GraniteSpeech vs model loading failure for Phi-4 multimodal; unrelated artifacts." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Unrelated model/runtime areas: Flash Attention support for XLM-RoBERTa vs embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize when `tie_word_embedding=False`." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both are config-validation related, but they concern different logic paths and failure modes (head_dim validation vs rope-key list handling)." + "reason": "One is package extra/backend dependency composition, the other is a generic dependency issue; too broad and not the same concrete problem." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." + "reason": "Both are config validation issues, but one is `LlamaConfig` head_dim handling and the other is rope-validation parsing of JSON-loaded lists; different code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; not the same missing export." + "reason": "Different missing imports: `Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`; separate module/export problems." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Different models and fixes: weight tying in Mistral3ForConditionalGeneration vs save_pretrained checkpoint correctness for Qwen3.5." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated behaviors." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Separate import/export regressions in different modules; not one concrete code-path issue." + "reason": "An import error for a model-specific processor is unrelated to missing `layer_type_validation` in `configuration_utils`." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: untied `lm_head` weights in Mistral3 vs incorrect checkpoint saving for Qwen3.5." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." + "reason": "Trainer broadcast `NoneType` error is unrelated to post-init reinitializing embeddings after resize." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "One is a position_ids buffer access bug; the other is CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "A `position_ids` buffer read error is not the same as CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline import/path bug and a notebook syntax error are not the same underlying problem." + "reason": "Video-classification pipeline processor lookup vs a notebook syntax error; no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed config references in `auto_mappings.py`." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No clear overlap: placeholder title vs audio feature extraction bug." + "reason": "Placeholder/invalid issue text vs `_torch_extract_fbank_features()` bug; no meaningful overlap." }, { "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 behavior for Quantized Cache." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings CI breakage from removed configs." + "reason": "Both mention cache, but one is a GenerationMixin chunked-prefill regression and the other is cache length semantics for Quantized Cache only; distinct fixes." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support regression is unrelated to loading a specific model checkpoint." + "reason": "Python version compatibility vs a specific model-load regression on transformers>=5.1.0; not the same bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction are unrelated." + "reason": "Processor/tokenizer regression with images is unrelated to `t5gemma` resize not propagating to decoder embeddings." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different model families and code paths: processor.tokenizer regression vs t5gemma resize_token_embeddings not affecting decoder.embed_tokens." + "reason": "Notebook syntax error and feature-extraction bug are unrelated." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different failures: helper length calculation in qwen3_omni_moe vs CPU/CUDA inconsistency in PPDocLayoutV3." + "reason": "Helper function length calculation in qwen3_omni_moe is unrelated to CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both are Ministral-related, but one is save/dequantization behavior and the other is a FlashAttention runtime failure." + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failure in Ministral-3 are different issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Same broad flex_attention area, but one is a compiled-kernel failure on newer torch and the other is an import version-check bug." + "reason": "Both involve flex_attention, but one is compiled flex_attention failing on torch>=2.9 while the other is a wrong version check for AuxRequest import; not the same concrete defect." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility issue is unrelated to a generic dependency issue." + "reason": "A Python-version-specific release breakage is not the same as a generic dependency issue." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT image processor label reduction is unrelated to TextClassificationPipeline docs/behavior mismatch." + "reason": "Image processor label reduction bug vs pipeline docs mentioning `return_all_scores`; one is runtime behavior, the other docs drift." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Different multimodal config bugs with different fields and models; not the same bug." + "reason": "Gradient checkpointing being disallowed in eval mode is unrelated to missing auxiliary losses when denoising is off." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different multimodal config bugs on different models: default config initialization vs a missing `deepstack_visual_indexes` field being dropped." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config vs PIL image processors incorrectly requiring torchvision are unrelated." + "reason": "Model loading without `model_type` is unrelated to PIL image processors wrongly requiring torchvision." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch in a pipeline is unrelated to model config import failure." + "reason": "Pipeline documentation mismatch vs model config loading failure; not the same underlying issue." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing in generation is unrelated to ANSI codes emitted by loading_report." + "reason": "Cache regression during generation is unrelated to ANSI codes emitted by loading report utilities." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image generation test failure is unrelated to quantized cache config behavior." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import problems, but for different APIs/modules and different root causes." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword conflict are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Different missing imports in different modules; not the same export regression." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both involve Ministral and FlashAttention, but the packet does not provide enough evidence that they are the same underlying defect; they could be separate crashes with different triggers." + "reason": "Janus image generation test failure is unrelated to cache length behavior in quantized cache." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is conservative and grounded, but one soft-edge verdict is too strong: issue:43441 vs issue:45588 is treated as the same bug based only on shared FlashAttention/Ministral wording. The packet doesn\u2019t provide enough evidence to conclude they are the same underlying defect, so this should stay rejected or be phrased more cautiously. All other rejections look appropriately conservative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -12316,33 +12280,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:39692", "issue:41950", "issue:42796", "issue:43295", "issue:43299", - "issue:43479", - "issue:43525", + "issue:43441", "issue:43577", "issue:43650", "issue:43653", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", + "issue:44016", + "issue:44062", "issue:44075", "issue:44242", "issue:44279", - "issue:44297", "issue:44327", "issue:44351", "issue:44368", - "issue:44462", "issue:44466", + "issue:44496", "issue:44521", - "issue:44683", "issue:44779", + "issue:44933", "issue:45020", "issue:45200", "issue:45216", @@ -12351,14 +12316,14 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45542", "issue:45584", + "issue:45588", "issue:45593", + "issue:45759", "issue:45812", "issue:45823", "issue:46082", "issue:46123", - "issue:46209", "issue:46369", "issue:46399", "issue:46512", @@ -12367,9 +12332,13 @@ "issue:46752" ], "soft_pairs": [ + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44496|issue:45759", "issue:46123|issue:46369", - "issue:44521|issue:46693", "issue:44327|issue:46752", + "issue:44521|issue:46693", "issue:44279|issue:46515", "issue:43299|issue:45216", "issue:45335|issue:45584", @@ -12384,214 +12353,210 @@ "issue:46082|issue:46512", "issue:42796|issue:43650", "issue:44779|issue:45812", - "issue:43299|issue:45357", "issue:41950|issue:45020", + "issue:43299|issue:45357", "issue:44466|issue:45276", "issue:43299|issue:43854", "issue:43653|issue:45593", "issue:41950|issue:45823", - "issue:44242|issue:45200", - "issue:43650|issue:46209", - "issue:43479|issue:43525", - "issue:44297|issue:44462", - "issue:44683|issue:45542" + "issue:44242|issue:45200" ], - "prepared_review_unit_hash": "f19210f092f588534970d9f314fb57de3335782ed6fccc0cea99b33aa5c6e27a", + "prepared_review_unit_hash": "b7fa2f97aec011a7cb0d81f10ece06a8ada2c34e1d4f652622e7472545d21ad4", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35516, - "estimated_input_tokens": 8879, - "estimated_eval_tokens": 18014 + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of thematically similar but distinct Transformers issues. The soft pairs share broad areas like tokenizers, multimodal processors, save/load regressions, and dependency compatibility, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "summary": "This cluster is mostly heterogeneous: docs examples, tokenizer issues, pipeline regressions, model-loading bugs, and config/save_pretrained problems. I did not find any strong duplicate pairs; the only visible theme is a loose Qwen/multimodal loading/serialization area, not a single underlying bug. No PRs are present.", "confidence": 0.57, - "canonical_issue_reason": "If one issue must represent the cluster, issue 45812 is the best fit: it is a clear, user-facing v4\u2192v5 tokenizer regression with broad impact and a concrete code path, whereas the other items are more fragmented across unrelated subsystems.", + "canonical_issue_reason": "issue:43299 is the best anchor for the loose cluster because it is a concrete regression in the Qwen multimodal/model-loading path and is the most central of the nearby issues, even though the overall set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest single representative for the cluster\u2019s main recurring theme (tokenizer / serialization regressions), but it should still be treated as a representative only, not a true duplicate target for the other issues.", + "best_issue_reason": "issue:43299 is the most representative issue to keep as the cluster anchor: specific enough to be actionable, broad enough to cover the nearby Qwen-loading/serialization reports, and more central than the unrelated docs/tokenizer/pipeline outliers.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Partial-batch result dropping in a pipeline is unrelated to SAM3 LiteText memory overflow; different failure modes and code paths." + "reason": "Notebook syntax error vs tokenizer AddedToken regression; different code paths and fixes." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-specific crash and the other is an s_aux=None AttributeError in a different integration path." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports in different modules; not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is an unrecognized-model config issue, the other is from_config not unwrapping text_config; related area, but not the same failure." + }, + { + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs is a template/labeling bug, not the same as FA2 long-context performance regression." + "reason": "Both are runtime problems, but one drops partial-batch results and the other overflows memory; unrelated bugs." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "kth-out-of-bounds in QA decode_spans and empty-list IndexError in apply_chat_template are different edge-case crashes." + "reason": "Both crash on edge cases, but they are different functions and different boundary conditions." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant-mask logic vs FA2 long-context performance regression; not the same issue." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are separate environment/version problems." + "reason": "Generic dependency complaint vs torch version incompatibility; too broad and different root causes." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained corruption are different model families and different code paths." + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained serialization; not the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings behavior for t5gemma is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Different models and different tokenization/alignment paths; not mergeable as one fix." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are distinct problems." + "reason": "Config validation for head_dim vs missing decorator registration for rotary embedding kernel; unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A dependency issue and a bumped-but-unreleased PEFT minimum version are not the same bug." + "reason": "One is a general dependency issue, the other is a release/version pin problem; not duplicates." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "processor.tokenizer/image passing regression and Deepseek tokenizer corruption are different tokenizer-related failures." + "reason": "Both are tokenizer regressions, but they affect different APIs and model families with different root causes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and a tie_word_embeddings warning in Qwen3.5 are unrelated." + "reason": "Optimizer args ignored vs a warning about tie_word_embeddings; different behavior and fixes." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline docs note; not the same issue." + "reason": "Documentation/example mismatch in SigLIP2 vs stale TextClassificationPipeline docs; unrelated docs issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility and an unreleased dependency bump are different release issues." + "reason": "Python support/version breakage vs unreleased peft minimum version pin; different compatibility problems." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint serialization are separate bugs." + "reason": "dtype propagation in Blip2 vs incorrect Qwen3.5 checkpoint serialization; different model families and code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache import and broad post-upgrade import errors are not the same concrete failure." + "reason": "Single missing import vs many import errors after upgrade; overlap is too broad to be the same bug." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config head_dim rejection and stale model.config.dtype after from_config are different configuration bugs." + "reason": "Config rejects explicit head_dim vs stale config.dtype after from_config; separate config-handling issues." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and an unrelated data request are clearly not duplicates." + "reason": "Tokenizer BPE marker handling vs a vague 'ADD THE DATA' report; no identifiable shared bug." }, { "left": "issue:44779", "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 concern different model families and different tokenization failures." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 visual-encoder save_pretrained corruption are distinct multimodal regressions." + "reason": "Pipeline processor selection bug vs remote_code breakage; not the same underlying change." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "A video-classification processor bug and a broad remote_code breakage are not the same underlying change." + "reason": "Both are Qwen3.5/Qwen multimodal regressions, but one concerns model loading and the other save_pretrained key serialization; related but distinct." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Inconsistent lm_head serialization by device and gemma4 resize_token_embeddings not updating embeddings are different weight-handling bugs." + "reason": "Tied-weight serialization issue vs resize_token_embeddings propagation; similar area, different concrete bug." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are unrelated model-specific failures." + "reason": "Different model families and different loading failures; no shared code-path evidence." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss suppression are unrelated." + "reason": "Tokenizer special-token decoding bug vs missing auxiliary losses in D-FINE; unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are different regressions." + "reason": "Image-processor lookup bug vs Gemma4 device mismatch; different subsystems." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission and Gemma 4 mm_token_type_ids defaults are separate model-training issues." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "A placeholder data request and FP8 inference failure on B200 are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id are different config-level bugs." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer class metadata saved incorrectly and AutoTokenizer ignoring tokenizer.json are related to serialization/loading, but they are not the same concrete bug." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "torch >= 2.9 flex_attention failure and tensorboard-without-TensorFlow backend errors are unrelated dependency/runtime issues." + "reason": "MoE load-balancing loss gating vs mm_token_type_ids defaulting; different model/training semantics." } ] }, @@ -12613,7 +12578,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:33290", "issue:42175", @@ -12621,7 +12586,9 @@ "issue:42994", "issue:43317", "issue:43441", + "issue:43479", "issue:43525", + "issue:43650", "issue:43673", "issue:43723", "issue:43761", @@ -12631,16 +12598,17 @@ "issue:43976", "issue:44016", "issue:44162", - "issue:44188", "issue:44246", "issue:44261", "issue:44263", "issue:44291", + "issue:44297", "issue:44336", "issue:44361", - "issue:44373", + "issue:44462", "issue:44623", "issue:44671", + "issue:44683", "issue:44749", "issue:44779", "issue:45081", @@ -12653,22 +12621,24 @@ "issue:45656", "issue:45712", "issue:45800", - "issue:45823", "issue:45834", "issue:45859", "issue:45907", + "issue:46209", "issue:46291", "issue:46399", - "issue:46655", - "issue:46726", "issue:46851" ], "soft_pairs": [ + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:43479|issue:43525", + "issue:44683|issue:45542", "issue:44016|issue:44291", "issue:44361|issue:45593", - "issue:43441|issue:45834", - "issue:45081|issue:45907", "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:43441|issue:45834", "issue:42994|issue:43317", "issue:44623|issue:44749", "issue:44261|issue:44263", @@ -12683,205 +12653,201 @@ "issue:43901|issue:44246", "issue:43673|issue:43761", "issue:43824|issue:43976", - "issue:42796|issue:43441", "issue:45542|issue:45800", + "issue:42796|issue:43441", "issue:43525|issue:43881", - "issue:46291|issue:46399", - "issue:44188|issue:44336", - "issue:44016|issue:45823", - "issue:44336|issue:44373", - "issue:46655|issue:46726" + "issue:46291|issue:46399" ], - "prepared_review_unit_hash": "6381f1395ad2218815ae880820947291e9151705481615a41968e5853d3e0a39", + "prepared_review_unit_hash": "021a55c4c227eb3296ab1a9c0781f3fbfa0c01a0430af7a5d7dd6866362b7037", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35213, - "estimated_input_tokens": 8804, - "estimated_eval_tokens": 17864 + "serialized_chars": 35700, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "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 set is a heterogeneous mix of unrelated issues (tokenizers, model loading, docs, deepspeed, offload, kernels, etc.), so there is no obvious duplicate cluster representative.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated failure modes, so none should absorb the others as a duplicate target.", + "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions across tokenizers, configs, model loading, attention, and training integrations. None of the soft pairs look like true duplicates; the best representative issue is the broad tokenizer-loading regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43723 is the broadest representative of the cluster\u2019s common theme: v5 loading/instantiation regressions around AutoTokenizer and model initialization. It is more general than the model-specific or narrowly scoped reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for deduplication; the pairwise overlaps are superficial rather than the same code-path bug.", + "best_issue_reason": "issue:43723 best matches the cluster\u2019s overall center of gravity because it describes a generic v5 tokenizer-loading failure rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated issues: a generic data request vs FP8 inference failure on B200 hardware." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer save/load behavior, but they are different concrete bugs on different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different models and failures: multimodal config default initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different problems: torch flex_attention compatibility vs TensorFlow backend packaging." + }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs. init_empty_weights/_is_hf_initialized TypeError are different failures and code paths." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Different subsystems and symptoms: tokenizer AttributeError vs D-FINE loss computation bug." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Ministral FlashAttention regression and Kosmos2.5 OCR index error are different model-specific bugs." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash vs. list_repo_files revision forwarding are unrelated subsystems." + "reason": "Mistral tokenizer regex crash vs list_repo_files revision forwarding; unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "AdaFactor OOM in deepspeed is not the same as optimizer.step being called twice." + "reason": "Different model-specific failures: FlashAttention on Ministral-3 vs OCR long-input index error in Kosmos2.5." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure differs from loading a dequantized model with gpu/cpu offload." + "reason": "Both involve quantization/offload, but one fails on saving and the other on loading dequantized models; distinct code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor.save_pretrained missing files is unrelated to the Chinese data-filtering slowdown report." + "reason": "Processor save_pretrained missing files vs data filtering slowdown after upgrade are unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Missing rms_norm_eps precision issue and torch.split return-values issue are different bugs." + "reason": "Unrelated model bugs: missing rms_norm_eps in MLA vs torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring future-annotations crash and ReasoningEffort import error affect different paths." + "reason": "auto_docstring annotation crash and mistral_common ReasoningEffort import error are different issues." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI codes in loading_report are unrelated to variable-length position_ids behavior." + "reason": "ANSI color output in loading_report is unrelated to Qwen3.5 variable-length input handling." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes are both cleanup issues but not the same change." + "reason": "Both involve repo cleanup, but stale auto_mappings references and leftover dummy classes are different maintenance bugs." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU-offload rotary embedding incompatibility is distinct from variable-length position_ids handling." + "reason": "Same model family, but CPU offload rotary embedding incompatibility is not the same as variable-length position_ids handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow backend from extras install is unrelated to Python version support breakage." + "reason": "TensorFlow packaging issue and Python version compatibility issue are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained are different loading/saving problems." + "reason": "Processor save_pretrained missing files vs gemma-4 zero3 loading failure are different bugs." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are different model/tokenizer bugs." + "reason": "Both are v5 regressions in different models, but CamemBERT masked-LM prediction drift and Deepseek tokenizer corruption are not the same defect." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading issue in v5 is unrelated to ESM2 model breakage." + "reason": "Tokenizer loading failure in v5 and ESM2 broken are unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch is not the same as intermittent slow import performance." + "reason": "Docs mismatch about return_all_scores vs import-time slowness are unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression and CLIPVision hidden_states regression are different code paths." + "reason": "GenerationMixin cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are separate model-path bugs." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import error is unrelated to the Python 3.9+/3.10+ compatibility issue." - }, - { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failure are separate Ministral issues." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend packaging bug is unrelated to torch-transformers incompatibility." + "reason": "TensorBoard/TensorFlow backend packaging and torch/transformers incompatibility are different issues." }, { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are different model config/load issues." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "kernels revision requirement on import and Qwen3.5 registration crash are different kernels failures." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." - }, - { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Both mention Ministral, but tokenizer BPE marker handling and FlashAttention model execution are distinct bugs." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "ANSI escape leakage and wrong docstring for position_ids are unrelated." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "SmolVLM video padding bug is unrelated to missing-vision-backend AutoProcessor import behavior." + "reason": "kernels version/revision import failure and Qwen3.5 apply_rotary_pos_emb registration crash are different code paths." } ] }, @@ -12903,39 +12869,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ - "issue:36246", "issue:41628", "issue:42491", - "issue:42757", "issue:42886", "issue:43299", "issue:43525", "issue:43526", "issue:43531", "issue:43540", - "issue:43550", "issue:43643", "issue:43784", "issue:43976", + "issue:44016", + "issue:44188", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", + "issue:44373", "issue:44451", "issue:44485", "issue:44496", "issue:44589", - "issue:44779", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", - "issue:45292", "issue:45325", "issue:45362", "issue:45397", @@ -12944,31 +12907,37 @@ "issue:45563", "issue:45588", "issue:45593", + "issue:45823", "issue:46132", "issue:46399", - "issue:46506", "issue:46614", + "issue:46655", "issue:46665", + "issue:46726", "issue:46752", "issue:46821", "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44336|issue:44373", "issue:44589|issue:45362", "issue:43525|issue:43643", + "issue:46655|issue:46726", "issue:45325|issue:46851", "issue:41628|issue:43976", "issue:44297|issue:45397", "issue:43784|issue:45542", - "issue:45083|issue:46851", "issue:44246|issue:44496", + "issue:45083|issue:46851", "issue:45561|issue:45563", "issue:46399|issue:46851", "issue:45103|issue:46399", - "issue:43540|issue:46752", "issue:46614|issue:46665", "issue:43526|issue:45003", + "issue:43540|issue:46752", "issue:45072|issue:46829", "issue:44295|issue:45397", "issue:43531|issue:45362", @@ -12979,214 +12948,186 @@ "issue:45588|issue:46851", "issue:45003|issue:46821", "issue:42886|issue:46132", - "issue:44451|issue:46752", - "issue:43550|issue:46506", - "issue:36246|issue:42757", - "issue:44779|issue:45292", - "issue:36246|issue:44351" + "issue:44451|issue:46752" ], - "prepared_review_unit_hash": "cdebab2494e4571e80e0a0d783a5877c2d229b214256730b1b70b946cff218ae", + "prepared_review_unit_hash": "9f1dd7cb2d884511c652f4e3e371ae7dbc95e6a5e3878f437cb0ba2bf45ea0be", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are only loosely related by being Transformers import/load/regression reports; the soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44246 is the broadest and most central report in the set, with the highest discussion activity and a core import-path symptom that best represents this loose cluster.", + "summary": "This cluster is heterogeneous: many unrelated issue reports with only loose topical overlap (mostly around Qwen/Gemma/model-loading/runtime bugs). None of the soft-edge pairs look like the same underlying bug or change, so they should all stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:46851 is the clearest, most self-contained runtime bug report in the set and is easier to use as a representative anchor than the broader or more ambiguous reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best representative issue for the cluster because it is generic, high-engagement, and closer to a shared library-level regression than the narrow model-specific reports.", + "best_issue_reason": "issue:46851 is the best standalone issue to keep as the representative item: it has a concrete failure mode, a specific model family, and a focused reproduction path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching bug vs ANSI codes emitted by loading_report; unrelated subsystems and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "notebook syntax error vs Gemma4 device-map forward mismatch; different artifact type and failure path." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "terminal ANSI output bug vs wrong docstring for position_ids; documentation and runtime behavior are unrelated." + }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: missing Float8 storage lookup vs a Qwen3.5 chat/runtime crash." + "reason": "missing Float8 storage type vs Qwen3.5 chat crash; different errors, models, and code paths." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config-related, but one is missing pad_token_id and the other is trust_remote_code dropping fields; different code paths." + "reason": "missing pad_token_id on Llama4Config vs missing fields from AutoConfig with trust_remote_code; both config-related but not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding calculation bug vs AutoProcessor backend-missing error; different processor layers and failure causes." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids in Qwen models, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length input handling." + "reason": "both involve position_ids in vision/text models, but they affect different model families and different logic (Qwen2.5-VL rope scaling vs Qwen3.5 variable-length inputs)." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Superficially both are import/version issues, but one is a missing AutoImageProcessor export and the other is Python-version compatibility." + "reason": "import AutoImageProcessor failure vs Python version incompatibility in Transformers 5.1.0; unrelated issues." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs a zero3 from_pretrained failure; not the same bug." + "reason": "tokenizer save_pretrained metadata mismatch vs gemma-4 Zero3 loading issue; different load/save paths and symptoms." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs undefined tf backend error when TensorFlow is absent." + "reason": "sentence-transformers import NameError for nn vs tensorboard/TensorFlow backend misconfiguration; unrelated dependency/import bugs." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Both are Qwen3-family issues, but they involve different helpers and symptoms, not one concrete defect." + "reason": "import latency complaint vs unrecognized model/config.json missing model_type; not the same problem." }, { - "left": "issue:44242", - "right": "issue:44496", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Load-balancing loss omission and unrecognized model/config loading are unrelated problems." + "reason": "Qwen3_omni_moe helper length calculation issue vs Qwen3.5 variable-length position_ids crash; similar theme but distinct code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are different subsystems and failures." + "reason": "pytest-xdist race on captured_info.txt vs stale warning for num_return_sequences; completely different bugs." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is variable-length position_ids handling." + "reason": "Qwen3.5 rotary-position registration crash vs variable-length position_ids bug; same model family, but different concrete failures." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to the Qwen3.5 attention registration issue." - }, - { - "left": "issue:43540", - "right": "issue:46752", - "accept": false, - "reason": "Video-input processing failure and empty-list chat template crash are different code paths." + "reason": "auto_docstring annotations crash vs apply_rotary_pos_emb registration decorator bug; unrelated utilities." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Tokenizer backend state leakage is unrelated to the from_pretrained-inside-classes inconsistency." + "reason": "stale phonemizer language backend vs inconsistent from_pretrained behavior inside Python classes; different components and symptoms." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are separate subsystems." + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs empty-list chat template IndexError; different inputs and failure mechanisms." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch and hidden_states/output field mix-up are different defects." + "reason": "bfloat16 dtype mismatch in inference vs VideoPrism hidden_states assignment bug; different models and output handling." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a registered buffer incorrectly is not the same as a zero3 model-loading failure." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Both are Qwen3-related, but sliding_window and chat crashes are distinct bugs." - }, - { - "left": "issue:42491", - "right": "issue:43299", - "accept": false, - "reason": "Both are version-regression reports, but one is LoRA compatibility across HF4/HF5 and the other is Qwen3VL-MoE loading breakage." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Load balancing loss and D-FINE auxiliary losses are different model-specific loss bugs." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import performance is unrelated to the Gemma eos_token_id configuration mismatch." + "reason": "position_ids buffer read error vs gemma-4 Zero3 from_pretrained issue; unrelated failure modes." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI codes in loading_report vs GLM-5 RoPE implementation discussion; no shared bug behavior." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention aux handling and Qwen3.5 variable-length position_ids are different issues." + "reason": "flash_attention s_aux=None crash vs Qwen3.5 variable-length position_ids bug; different attention paths and symptoms." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size attribute errors are unrelated." + "reason": "sys.modules access safety issue vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different concerns." + "reason": "offline tokenizer cache load bug vs AttentionInterface.register behavior change; different APIs and root causes." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "A model-loading failure and an empty-chat-template crash are not the same defect." - }, - { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure and CPU/CUDA output mismatch are distinct model/runtime bugs." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different packages." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different code paths." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Missing Qwen2.5-VLImageProcessor and missing HybridCache are separate export/import issues." + "reason": "ScandiBERT loading failure vs empty chat template IndexError; unrelated model-loading vs templating bugs." } ] }, @@ -13208,20 +13149,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:29870", "issue:30333", "issue:36246", "issue:41950", - "issue:42199", + "issue:42757", "issue:43257", "issue:43262", "issue:43295", - "issue:43352", "issue:43475", "issue:43526", "issue:43540", + "issue:43550", "issue:43596", "issue:43901", "issue:44038", @@ -13230,18 +13171,19 @@ "issue:44242", "issue:44246", "issue:44295", + "issue:44351", "issue:44466", "issue:44479", "issue:44496", "issue:44623", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", "issue:44987", "issue:45003", "issue:45137", "issue:45200", - "issue:45250", "issue:45292", "issue:45335", "issue:45375", @@ -13256,20 +13198,23 @@ "issue:46506", "issue:46655", "issue:46726", - "issue:46851", "issue:46897" ], "soft_pairs": [ + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:44779|issue:45292", + "issue:36246|issue:44351", "issue:41950|issue:44220", "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:45003|issue:45561", - "issue:43540|issue:46655", "issue:44496|issue:45003", + "issue:43540|issue:46655", "issue:44162|issue:45200", - "issue:44479|issue:46655", "issue:45375|issue:45759", "issue:43262|issue:44246", + "issue:44479|issue:46655", "issue:44295|issue:44749", "issue:43475|issue:46369", "issue:45859|issue:46399", @@ -13278,206 +13223,204 @@ "issue:36246|issue:43596", "issue:43295|issue:45292", "issue:45292|issue:45584", - "issue:44623|issue:46726", "issue:44242|issue:44857", + "issue:44623|issue:46726", "issue:44466|issue:45335", "issue:43526|issue:46897", "issue:44038|issue:46506", "issue:44987|issue:45459", - "issue:29870|issue:30333", - "issue:43352|issue:45250", - "issue:42199|issue:46851" + "issue:29870|issue:30333" ], - "prepared_review_unit_hash": "e4a88560873bf0ac7ed246f34cf14a0bf4c1384e185d97a4277aa98be0681f93", + "prepared_review_unit_hash": "fcd2e1e143b3f0c69b53048acc8a25801a327c6780cd39d8c19c6dff655e40a9", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35977, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "soft_pair_count": 29, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs that happen to share broad themes like video processing, DeepSpeed, Qwen, or config handling. I would not merge any of the proposed soft edges; there is no PR in the set.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to pick one issue as a representative, issue:45003 is the broadest core-code bug and the least model-specific, but the cluster is not a true duplicate set.", + "summary": "This cluster is mostly heterogeneous: a few multimodal/video/Qwen-related reports sit alongside unrelated import, config, logging, and training issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest, most representative bug report in the cluster\u2019s video/Qwen regression subset, but the overall cluster is still quite mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the most generally applicable, self-contained bug in the list and has the clearest core-library relevance; it is a reasonable representative issue, though not a strong canonical for the whole cluster.", + "best_issue_reason": "issue:44479 has the clearest scope and the most concrete multi-model regression framing among the issues here, making it the best anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA in Bamba vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different root causes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs embedding-resize behavior; not the same code-path problem." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no common underlying bug is evident." + }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and failures: video-classification pipeline vs audio feature extraction. Same broad library, not the same bug." + "reason": "Video-classification processor selection and audio feature extraction are separate subsystems and bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; unrelated code paths." + "reason": "Docs/behavior mismatch for a pipeline flag vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque/index error; different bugs." + "reason": "Both involve DeepSpeed, but one is a weight-conversion/loading issue and the other is a zero3 deque failure." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Core import/module access bug vs pytest-xdist race in testing utilities; unrelated behavior and fixes." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both are video-input issues, but they concern different models and different failure modes (Qwen3OmniMoe validation vs SmolVLM padding)." + "reason": "sys.modules access bug and xdist file-race bug are unrelated failure modes." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model-loading config error for OLMo vs unsafe sys.modules lookup; no shared concrete code path." + "reason": "Config/model-type loading failure is unrelated to sys.modules lookup safety." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "ESM2 model breakage vs Gemma 4 token-type-id handling; unrelated models and bugs." + "reason": "Both are video-related, but they affect different models and appear to stem from different preprocessing bugs." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both mention video inputs, but one is a regression across Qwen VL models and the other is a SmolVLM padding bug; different fixes." + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config loading, but one is a missing field under strict config and the other is AutoModel config unwrapping; not the same bug." + "reason": "Strict-config field dropping and text_config unwrapping are different multimodal config issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor chat-template sampling-rate default vs import slowdowns; no shared failure mode." + "reason": "Audio sampling-rate defaulting and slow imports are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video inputs, but one is a broad Qwen regression and the other is a padding-calculation bug in SmolVLM." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer error vs a performance regression report; unrelated issues." + "reason": "Position_ids buffer access and performance regression after upgrade are unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Same SAM3 family only at a very high level, but one is a missing output attribute and the other is memory overflow; not the same code-path bug." + "reason": "Same SAM3 family, but one is a missing attribute and the other is a memory overflow; different code paths." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5/MoE-related, but CPU offload incompatibility and missing decorator during rotary-pos-emb registration are distinct problems." + "reason": "Both mention Qwen3.5 and rotary-related code, but one is CPU-offload incompatibility and the other is a decorator/registration crash." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs broken auto_mappings references; unrelated." + "reason": "DeepSpeed zero3 deque underflow and stale auto_mappings config references are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading failure for granite_speech vs a missing config field silently dropped; both config-related, but different bugs." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "ImportError for a missing image processor symbol vs a ZeRO3/BertModel index error; completely different failure modes." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Processor API regression vs token-embedding resize not updating output embeddings; no shared concrete code path." + "reason": "Strict config loading problems, but for different model configs and different failure mechanisms." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; unrelated behaviors." + "reason": "Embedding resize not propagating and Whisper empty-transcription generation failure are separate issues." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Saving processor files missing assets vs AutoProcessor missing vision backend handling; distinct lifecycle stages and bugs." + "reason": "Router-logit load-balancing loss and AMP/CUDA loss crash are different training bugs." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Router-logit load-balancing loss omission vs LW-DETR float16 AMP crash; different model heads and failure mechanisms." + "reason": "Missing files on save_pretrained vs missing vision backend during AutoProcessor loading are not the same issue." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied lm_head weights depends on device vs resize_token_embeddings not updating decoder embeddings; related embedding area, but not the same bug." + "reason": "Both involve embedding/weight handling, but they affect different models and different serialization paths." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Florence2 training-loss double-shift bug; no shared code path." + "reason": "Label reduction in BeitImageProcessorFast and Florence2 training-loss shift are unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe / transformers 5.0 compatibility issue vs CPU-vs-CUDA result divergence in PPDocLayoutV3; unrelated." + "reason": "A Qwen3-VL-Moe regression and CPU/CUDA output divergence are not the same bug." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast vs protobuf exception masking tokenizer errors; different layers of the stack." + "reason": "Model loading failure for a specific repo and tokenizer protobuf error masking are distinct import/load paths." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError vs MLflow reporting not updated after failed training job; unrelated systems." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Model-specific Flash Attention support rejection vs a generic Flash Attention 2.0 topic; not the same concrete issue." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR-derived cardinality/background-class error vs Qwen3.5 variable-length position_ids issue; completely different models and bugs." + "reason": "Generation-time decoder mask bug vs MLflow job-reporting bug; no shared underlying code-path." } ] }, @@ -13499,37 +13442,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ + "issue:42199", "issue:42886", "issue:43065", + "issue:43352", "issue:43408", "issue:43475", "issue:43526", "issue:43540", "issue:43653", - "issue:43701", "issue:43723", "issue:43906", "issue:43931", - "issue:43994", "issue:44060", "issue:44077", "issue:44162", "issue:44188", "issue:44297", - "issue:44361", "issue:44368", "issue:44479", "issue:44483", "issue:44623", - "issue:44749", "issue:44877", "issue:44977", "issue:44995", "issue:45103", "issue:45200", "issue:45229", + "issue:45250", "issue:45397", "issue:45412", "issue:45563", @@ -13544,13 +13486,15 @@ "issue:46421", "issue:46431", "issue:46710", - "issue:46726", "issue:46829", "issue:46832", + "issue:46851", "issue:46858", "issue:46894" ], "soft_pairs": [ + "issue:43352|issue:45250", + "issue:42199|issue:46851", "issue:43526|issue:46894", "issue:44060|issue:44077", "issue:44368|issue:44977", @@ -13561,9 +13505,9 @@ "issue:45397|issue:45656", "issue:43065|issue:43408", "issue:43475|issue:43540", + "issue:44877|issue:46170", "issue:46170|issue:46832", "issue:44368|issue:45563", - "issue:44877|issue:46170", "issue:43723|issue:46710", "issue:44995|issue:45200", "issue:43931|issue:44368", @@ -13577,226 +13521,210 @@ "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:43065|issue:46123", - "issue:44297|issue:44623", - "issue:44361|issue:44749", - "issue:43994|issue:46726", - "issue:44749|issue:45656", - "issue:43701|issue:44749" + "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "dec8a9bc89df77cb821bae130ada9f346c5de512a462daac6e1773f9f2c072cf", + "prepared_review_unit_hash": "b7842d71a505cbda596f6c94927af71335af875c9c6c1a7207bb20c28e625ece", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37215, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35967, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous; the soft pairs mostly link superficially similar bugs in different models or subsystems. None of the suggested duplicate edges look safe to merge.", - "confidence": 0.72, - "canonical_issue_reason": "issue:46858 is the clearest concrete runtime regression report: StaticCache/get_seq_length returning a device tensor breaks slice arithmetic on non-CUDA backends.", + "summary": "The cluster is heterogeneous: tokenizer, cache, vision, generation, and model-loading bugs across different subsystems. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The best representative issue is the broad video-regression report because it clearly describes a multi-model, user-visible regression with a specific failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44479 is the strongest representative: it\u2019s a clear regression report, affects multiple related Qwen VL/video model families, and has a concrete, user-visible failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the most actionable representative of the cache/static-cache regression subset and has the most explicit failure mode.", + "best_issue_reason": "Issue 44479 is the best single issue to anchor the cluster because it is broad, high-impact, and actionable compared with the more narrow or ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Same general topic (Flash Attention 2.0), but one is a specific Nemotron support gap and the other is a generic request; not the same underlying fix." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Completely different model families and failure modes: DETR cardinality vs Qwen3.5 variable-length position_ids." + }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different components and failures: image processor label reduction vs ASR training-loss shifting." + "reason": "Different processors and bugs; label reduction in BEiT is unrelated to CohereASR training-loss shifting." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different model families and problems; one tied-weights warning, one post_init policy issue." + "reason": "One is a tied-weights warning in Qwen3-Next, the other is a patchtsmixer post_init policy issue; no shared code-path bug." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a warning about tie_word_embeddings; the other is a flash-attention generation bug." + "reason": "Both mention Qwen3.5, but one is a config warning and the other is a flash-attention generation failure; not the same bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Unrelated subsystems: memory cleanup for RT-DETR vs partial-batch pipeline bookkeeping." + "reason": "RT-DETR memory release and MaskGenerationPipeline batching are unrelated bugs in different subsystems." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration bug vs broad ESM2 breakage; no same code path." + "reason": "BigBirdTokenizer special-token decoding is unrelated to the ESM2 regression." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import dependency issue." + "reason": "Different problem domains: video input regression vs Windows/ROCm import dependency failure." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Cache/offline tokenizer loading vs Gemma multi-GPU CUDA OOM; clearly different bugs." + "reason": "Tokenizer offline-cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 loading/zero3 issue vs deepspeed double optimizer step; different failure modes." + "reason": "Gemma-4 ZeRO3 loading and a deepspeed double-step optimizer bug are different failure modes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Different SAM3 issues: dummy Conv2d placeholder vs model-type mismatch warning." + "reason": "Both involve SAM3 naming, but one is a dummy Conv2d implementation detail and the other is a wrong model-type warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing vision-encoder attribute vs Qwen3OmniMoe video-input ValueError; not the same bug." + "reason": "SAM3 vision encoder attribute error is unrelated to Qwen3OmniMoe video input processing." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Platform import/type dependency problem vs RT-DETR feature-level shape bug." + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm distributed import issue." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Both mention warnings, but the pipeline stale-warning issue is unrelated to tied-weights warnings." + "reason": "Both are runtime errors, but one is a platform import/dependency problem and the other is an RT-DETR forward shape/path issue." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Strict config loading vs Windows/ROCm distributed import issue; different subsystems." + "reason": "A Qwen3.5 tied-embeddings warning is unrelated to the paged generate() stale warning." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading regression vs model accuracy regression after upgrade; not same underlying change." + "reason": "Tokenizer-loading issues are not the same as the DeepSeek accuracy regression after upgrading Transformers." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Moe cache/indexer crash vs Gemma mm_token_type_ids defaulting; unrelated." + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are different code paths and symptoms." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embeddings warning; different bugs." + "reason": "Weight-shape mismatch on model load is unrelated to the Qwen3.5 tie_word_embeddings warning." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under compile vs Gemma pipeline roundtrip tokenization failure." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip text issues." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API regression vs Gemma token roundtrip issue; no shared code path." + "reason": "API request rejection in /v1/chat/completions does not match Gemma pipeline roundtrip failure." }, { "left": "issue:46829", "right": "issue:46858", "accept": false, - "reason": "VideoPrism output field mix-up vs cache sequence-length tensor bug; unrelated model areas." + "reason": "Both mention output/cache behavior, but one is a classifier output field mix-up and the other is a cache length tensor/arithmetic bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; different concerns." + "reason": "StaticCache return-type bug is unrelated to LlamaConfig rejecting an explicit head_dim." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Reproduction of another issue vs a Gemma tokenizer roundtrip failure; not the same defect." + "reason": "A reproduction of a different upstream issue is not the same as the Gemma pipeline roundtrip bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Both are runtime bugs, but stale indexer cache crash is unrelated to flash_attention s_aux handling." + "reason": "Both are model-runtime crashes, but the stale indexer cache and s_aux=None flash-attention errors are different problems." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Different compile/cache topics: attention kernel divergence vs spurious recompilation from lazy cache init." + "reason": "Attention kernel branching and cache lazy initialization causing recompilation are not the same underlying bug." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram dtype bug vs missing chat template processor error; unrelated." + "reason": "MPS histogram/int support and missing chat template errors are unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotations crash vs cache seq-length tensor arithmetic bug; different modules." + "reason": "Docstring annotation handling and StaticCache seq-length arithmetic are distinct issues." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 decoder placeholder conv vs MaskGenerationPipeline partial-batch handling; no overlap." + "reason": "SAM3 decoder implementation detail and MaskGenerationPipeline partial-batch behavior are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs processor save_pretrained missing files; related theme only, not same bug." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer task AttributeError vs transformer upgrade performance regression; unrelated." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "SIGLIP2 model/pipeline semantics vs missing vision backend error; different root causes." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Performance regression after upgrade vs deepspeed optimizer double-step; no shared code path." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint resume key mismatch vs post-upgrade slow filtering; unrelated failures." + "reason": "Tokenizer save metadata mismatch and processor save missing files are both save_pretrained problems, but not the same concrete bug." } ] }, @@ -13818,7 +13746,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28282", "issue:30990", @@ -13834,19 +13762,20 @@ "issue:43643", "issue:43646", "issue:43673", + "issue:43701", "issue:43723", - "issue:43873", "issue:43986", + "issue:43994", "issue:44038", "issue:44162", "issue:44188", - "issue:44351", + "issue:44361", "issue:44373", "issue:44623", + "issue:44749", "issue:44869", "issue:44871", "issue:44933", - "issue:44945", "issue:44964", "issue:45092", "issue:45137", @@ -13858,7 +13787,6 @@ "issue:45406", "issue:45478", "issue:45656", - "issue:45753", "issue:46132", "issue:46202", "issue:46326", @@ -13870,111 +13798,136 @@ "issue:46877" ], "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", "issue:44871|issue:46132", "issue:44623|issue:45656", "issue:43646|issue:44162", "issue:43441|issue:46752", "issue:45375|issue:45478", "issue:42994|issue:43482", - "issue:43232|issue:43673", "issue:43475|issue:43643", + "issue:43232|issue:43673", "issue:44188|issue:46851", "issue:28282|issue:30990", - "issue:43986|issue:46726", "issue:41628|issue:44933", "issue:43475|issue:46821", "issue:45310|issue:45375", "issue:45230|issue:45397", + "issue:43986|issue:46726", "issue:44964|issue:45137", - "issue:39692|issue:46726", "issue:44869|issue:45356", "issue:44038|issue:44623", + "issue:39692|issue:46726", "issue:46463|issue:46877", "issue:44373|issue:46851", "issue:42994|issue:43525", "issue:42371|issue:45092", "issue:43723|issue:46326", - "issue:45406|issue:46202", - "issue:43873|issue:44945", - "issue:44945|issue:45753", - "issue:41628|issue:44351" + "issue:45406|issue:46202" ], - "prepared_review_unit_hash": "5aa7f3a59b5df0e57fe8d5838a7280353822d429bfd0216be9922752e21710e8", + "prepared_review_unit_hash": "a30584cb546cc6bade2a1b6f7da111adeb72bf3b106c335aa90616741ebc64d5", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35639, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "soft_pair_count": 29, + "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 mostly a set of unrelated Transformers v5 regressions and API breakages. The best umbrella issue is the broad custom/remote-code initialization failure, since it most cleanly represents the shared migration-breakage theme across the set.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest, most central report: it directly captures the Transformers 5.0 compatibility breakage affecting custom model initialization, which is the common theme behind many other v5-related issues in the cluster.", + "summary": "Mostly heterogeneous cluster with a few tight duplicates around Transformers v5 config/init regressions and a couple of AutoProcessor/backend-loading issues. The broadest anchor is still a generic v5 model-initialization compatibility report, while most pairs are only loosely related by subsystem.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a Transformers 5.0 model-initialization compatibility regression that can subsume several narrower load-time/config failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue because it is the most general and reusable umbrella for v5-era initialization regressions, while the others are narrower model- or feature-specific failures.", + "best_issue_reason": "issue:43646 is the best anchor because it captures the widest underlying regression class in the set, whereas most other issues are more specific manifestations or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs a data-filtering performance regression." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Reject: 43994 is about nonsensical SigLIP2 outputs via AutoModel/pipeline, while 46726 is a missing-vision-backend AutoProcessor error path; same broad area, but not the same concrete bug or code path from the packet." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One is a filtering slowdown; the other is a deepspeed optimizer-step duplication issue." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the filtering slowdown regression." + }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different bug classes: Gemma eos-token config inconsistency vs AttentionInterface.register behavior change." + "reason": "Gemma eos-token config mismatch is a model config issue, not an AttentionInterface.register behavior change." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Unrelated: processor save_pretrained file omission vs DeepSpeed optimizer stepping twice." + "reason": "processor.save_pretrained missing files is unrelated to deepspeed optimizer-step duplication." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are v5 breakages, but they affect different code paths and model families; not the same underlying bug." + "reason": "Both are broad v5 regressions, but they affect different model paths and concrete failures." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "Ministral FlashAttention failure and empty-list chat template crash are unrelated." + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty-list chat template indexing." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Same broad model family, but one is a missing config field and the other is a from_pretrained failure; not clearly the same concrete bug." + "accept": true, + "reason": "Same Qwen3.5-Moe from_pretrained/config loading regression; the missing field in 45375 plausibly explains the later generic load failure." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is distinct from GGUF loading failure." + "reason": "Quantized model saving failure and GGUF loading failure are different code paths and formats." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Different generation-path regressions: sync_gpus kwargs update vs missing GenerationMixin cache in chunked prefill." + "reason": "SAM3 output attribute missing and trust_remote_code config field loss are distinct bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "A model-specific missing attribute is not the same as the generic trust_remote_code missing-fields issue." + "reason": "Both are generation-related, but one concerns sync_gpus/update_model_kwargs and the other chunked_prefill cache availability." }, { "left": "issue:44188", @@ -13986,79 +13939,73 @@ "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to a load hang in Sentence Transformers." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": false, - "reason": "Both involve optional vision backends, but one is a video AutoProcessor crash and the other is an image-processor recognition error; not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "Doc-example errors for SigLIP2 are distinct from backend-missing AutoProcessor error handling." + "reason": "PyTorch import-missing error and Sentence Transformers loading hang are different failures." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different import failures involving different symbols/modules." + "reason": "Both mention imports, but one is a missing top-level AutoImageProcessor export and the other is an image_utils import issue; not clearly the same bug." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different issues: missing SAM vision output attribute vs TimesFM window_size attribute error." + "reason": "SAM3VisionEncoderOutput missing an attribute is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "Related model family, but the reports describe different failures and are not clearly the same code-path bug." + "accept": true, + "reason": "Both describe the same Qwen3.5-Moe from_pretrained/config loading regression." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Placeholder bug report is not a duplicate of Gemma-4 ZeRO3 loading failure." + "reason": "A generic bug report is not enough, and gemma-4 zero3 from_pretrained is a separate issue." }, { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated." + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both are AutoProcessor crashes tied to missing vision-backend support (notably torchvision), so they look like the same backend-handling bug." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different symptoms and targets: documentation example problems vs missing-vision-backend processor handling." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque exhaustion are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper decode crash on trailing replacement character is not the same as Kimi-K2.5 tokenizer codec regression." + "reason": "Whisper timestamp decoding with a trailing replacement character is a different tokenizer/codec problem than Kimi-K2.5 regression handling." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and processor save_pretrained file omission are unrelated." + "reason": "Qwen3-VL-Moe transformers v5 bug and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs example errors are documentation/repro problems, not the same runtime missing-backend processor crash." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder-input validation error messaging and auto_docstring stdout noise are unrelated." + "reason": "Incorrect T5 error messaging and auto_docstring stdout diagnostics are different concerns." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring is not the same bug as Qwen3.5 variable-length position_ids failure." + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 variable-length input failure is a runtime bug." }, { "left": "issue:42994", @@ -14070,44 +14017,29 @@ "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 API settings guidance is unrelated to remote-code checkpoint/meta-initialization incompatibility." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression and mistral_common continue_final_message bug are different code paths." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer paths." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4 processor missing tokenizer field is distinct from Gemma pipeline roundtrip failure." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different bugs." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline parallelism output errors and Qwen3.5 single-image infinite loop are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different exports and different underlying causes." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Gemma pipeline roundtrip failure on \u2581." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge acceptance is not sufficiently grounded: issue:43994 is about nonsensical results with AutoModel/pipeline for SigLIP2, but the reason claims a missing-vision-backend crash similar to issue:46726. That connection is too strong from the packet alone. The rest of the summary is broadly conservative, but this overstates evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14122,7 +14054,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:30333", "issue:30990", @@ -14140,20 +14072,20 @@ "issue:43479", "issue:43504", "issue:43704", - "issue:43723", "issue:43784", "issue:43824", + "issue:43873", "issue:43976", - "issue:44016", "issue:44038", "issue:44222", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", "issue:44792", "issue:44857", - "issue:44869", "issue:44933", + "issue:44945", "issue:45081", "issue:45103", "issue:45137", @@ -14163,10 +14095,10 @@ "issue:45593", "issue:45600", "issue:45712", + "issue:45753", "issue:46077", "issue:46123", "issue:46202", - "issue:46231", "issue:46399", "issue:46693", "issue:46701", @@ -14174,20 +14106,23 @@ "issue:46877" ], "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44945|issue:45753", "issue:43784|issue:46399", + "issue:41628|issue:44351", "issue:44857|issue:46877", "issue:45593|issue:46877", "issue:42673|issue:43704", "issue:44038|issue:45310", "issue:36010|issue:41628", - "issue:46202|issue:46701", "issue:44222|issue:45310", - "issue:42994|issue:43824", + "issue:46202|issue:46701", "issue:43278|issue:45137", + "issue:42994|issue:43824", "issue:45081|issue:45103", "issue:42831|issue:44222", - "issue:43504|issue:45561", "issue:43232|issue:44792", + "issue:43504|issue:45561", "issue:42175|issue:44933", "issue:45561|issue:45600", "issue:43976|issue:44933", @@ -14197,228 +14132,225 @@ "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", - "issue:46077|issue:46123", "issue:43479|issue:46829", + "issue:46077|issue:46123", "issue:44623|issue:45310", - "issue:42673|issue:46693", - "issue:43479|issue:44869", - "issue:43723|issue:44568", - "issue:44016|issue:46231" + "issue:42673|issue:46693" ], - "prepared_review_unit_hash": "ebf8734214171a4b8040da7424f2972d66af2696e9446f699abe34108d4f3efd", + "prepared_review_unit_hash": "0376a5a01a7b1d17fb34288152ab842e94d5440032ff5b1e58a3820e40fc2bcb", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36696, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate subcluster around the Qwen3 VRAM leak. Most other pairs are different bugs, version-compatibility issues, or unrelated documentation/testing problems.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 is an exact title match and appears to describe the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak.", + "summary": "This cluster is mostly a set of unrelated bug reports that only share broad surface area (imports, model loading, generation, tokenizer behavior). The only clear duplicate is the Qwen3ForCausalLM VRAM leak pair (42673/43704).", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the clearest duplicate anchor: it matches issue:43704 by title and bug description, and it has the stronger discussion/reference signal to serve as the kept issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative item in this set: it is concrete, has the clearest duplicate evidence, and the only pair that looks like a true same-bug overlap.", + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is a concrete, actionable bug report and the only one with an exact duplicate in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both are generation-related, but one is a quantization/offloading problem and the other is pipeline-parallelism output corruption; different code paths and symptoms." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect output under pipeline parallelism is not the same bug as an infinite loop on a specific image in Qwen3_5." + }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Both mention import/runtime breakage, but one is a NameError on import and the other is a registration ValueError for a specific kernel path; not the same bug." + "reason": "Both are runtime/import failures, but they involve different symbols and subsystems (`nn` import vs Qwen3.5 kernel registration)." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "These are separate missing-export issues for different classes (`AutoImageProcessor` vs `HybridCache`); same pattern, not the same bug." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Float16/CUDA crash in a loss module versus docstring lint output at import time are unrelated." + "reason": "A CUDA/AMP loss crash is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "One is a model-training behavior bug, the other is an import-time stdout/logging issue in auto_docstring; different code paths." + "reason": "D-FINE auxiliary-loss behavior and docstring import-time stdout are unrelated." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same underlying Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "reason": "Exact same Qwen3ForCausalLM VRAM leak reported with the same title and threading context; clear duplicate." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3/Qwen3.5 MoE loading, but the model/version details differ and the reports do not clearly describe the same concrete failure." + "reason": "Both mention Qwen3 Moe models, but one is a general 5.0 bug and the other is a from_pretrained error on newer versions; not the same concrete failure." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and different missing exports; not the same bug." - }, - { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Different pipeline/model failures with different symptoms and reproduction paths." + "reason": "Different import errors for different APIs (`GenerationMixin` vs `AutoImageProcessor`)." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained failure is a different issue from Qwen3.5 MoE from_pretrained loading errors." + "reason": "One is FP8 save_pretrained behavior for moe models; the other is a model loading error. Similar area, different bug." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-VL import failure are unrelated." + "reason": "Both involve Gemma-related pipelines, but one is tokenizer roundtrip failure and the other is an image-text-to-text pipeline failure." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype mismatch during eval is unrelated to a DeepSpeed ZeRO3 deque IndexError." + "reason": "Embedding dtype drift in eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2_5_VLForConditionalGeneration export are separate problems." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer regex patch crash and auto_docstring annotation crash are different subsystems and bugs." + "reason": "Tokenizer regex patching crash and auto_docstring annotation parsing crash are unrelated code paths." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe serialization issue." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe issue; not the same bug." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Pretrained BEiT loading with a legacy field is unrelated to a pytest-xdist race in testing utils." + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure." + "reason": "Pretrained preset loading and pytest-xdist file races are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend dependency and missing import from image_utils are different problems." + "reason": "A missing TensorFlow backend dependency and a missing image_utils import are different issues." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A xdist file-race in testing utils is unrelated to stale auto_mappings references to removed configs." + "reason": "Test-worker file races and stale auto_mappings references are separate CI failures." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility failure and a missing image_utils import are not the same code-path bug." + "reason": "Python-version incompatibility and an import from image_utils are not the same underlying bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading failure is unrelated to the captured_info.txt race." + "reason": "Model config loading failure and a captured_info.txt race are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and OOM with Adafactor/DeepSpeed are different training issues." + "reason": "Both are training/job failures, but one is MLflow status reporting and the other is an OOM during optimization." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A packaging/version pin mismatch is unrelated to docstring lint diagnostics being printed at import time." + "reason": "A bumped PEFT minimum version and docstring stderr/stdout behavior are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang and token embedding resize reinitialization are unrelated." + "reason": "Loading hang in sentence-transformers and post_init reinitializing embeddings are different failure modes." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they are distinct symptoms and likely distinct fixes." + "reason": "Both are tokenizer behavior changes in v5, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging and leftover dummy classes in dummy_pt_objects.py are unrelated." + "reason": "Backend dependency installation and leftover dummy classes are unrelated." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Incorrect attention masking in Gemma4 and a pipeline final-batch flag bug are different concrete problems." + "reason": "Different multimodal model bugs: default config initialization vs incorrect hidden_states assignment." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Incorrect default config initialization and wrong output field type in VideoPrism classification are unrelated." + "reason": "Bidirectional attention masking and pipeline batch-finalization are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Missing files on processor.save_pretrained and a Qwen3.5 Moe from_pretrained error are distinct issues." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM threads is unrelated to a long-context FA2 performance regression." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Config default initialization bug and Whisper word-timestamp decode crash are different model areas and failure modes." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading issue in v5 and missing BOS/EOS insertion for a specific tokenizer are related only broadly, not the same bug." - }, - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM threads and FA2 long-context performance regression are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the exact-title match between issue:42673 and issue:43704, and the other soft-edge verdicts are appropriately negative rather than overstated. No PR-pair mergeability concerns apply here since these are issues, not PRs." + "feedback": "Grounded and conservative overall. The cluster summary matches the packet: most links are only surface-similar, and the 42673/43704 pair is the only clearly identical duplicate by title with stronger activity on 42673. The soft-edge rejections stay appropriately cautious and do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -14437,7 +14369,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:22355", "issue:27957", @@ -14445,20 +14377,19 @@ "issue:30333", "issue:34689", "issue:35141", - "issue:41628", + "issue:39692", "issue:42222", - "issue:42757", "issue:42796", "issue:42831", "issue:42898", "issue:43116", "issue:43295", "issue:43479", - "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:44016", "issue:44060", "issue:44075", "issue:44079", @@ -14467,31 +14398,35 @@ "issue:44295", "issue:44297", "issue:44360", - "issue:44448", + "issue:44568", "issue:44623", "issue:44625", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", "issue:45092", "issue:45103", "issue:45125", "issue:45200", - "issue:45245", "issue:45356", "issue:45405", "issue:45656", "issue:45712", "issue:45812", - "issue:46132", "issue:46231", "issue:46762", - "issue:46877" + "issue:46877", + "issue:46909" ], "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231", "issue:42898|issue:45812", "issue:44625|issue:46877", "issue:42898|issue:44779", + "issue:39692|issue:46909", "issue:43479|issue:44079", "issue:43874|issue:45092", "issue:43784|issue:43824", @@ -14503,231 +14438,220 @@ "issue:42898|issue:45356", "issue:44295|issue:45656", "issue:43116|issue:44190", - "issue:45405|issue:45712", "issue:30333|issue:35141", + "issue:45405|issue:45712", "issue:44222|issue:44297", "issue:44060|issue:45125", "issue:22355|issue:28282", "issue:44075|issue:46231", - "issue:44360|issue:46762", "issue:44933|issue:45712", + "issue:44360|issue:46762", "issue:42831|issue:44623", "issue:44297|issue:45656", - "issue:42796|issue:43723", - "issue:44448|issue:46132", - "issue:44222|issue:44623", - "issue:45245|issue:46132", - "issue:43479|issue:43644", - "issue:41628|issue:42757" + "issue:42796|issue:43723" ], - "prepared_review_unit_hash": "e1ea57af4255986d2428f5a70a1937370775fcdc13cc2805047c4dccef0d02fc", + "prepared_review_unit_hash": "67f2ee993beeede8a9568fd77e151104e9b0d88bce43f9b320cee5b6f79393f3", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: tokenizer regressions, import errors, multimodal config bugs, training/tooling issues, and doc problems. None of the soft pairs look like the same underlying bug/change, so I would reject all soft edges. The best representative issue is the broad v5 tokenizer regression report, but only as a loose canonical for the tokenizer subset, not for the whole set.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look superficially similar by embedding. The soft edges are largely false positives across tokenizer regressions, import errors, config bugs, docs/notebooks, and training/runtime issues.", "confidence": 0.82, - "canonical_issue_reason": "issue:42898 is the broadest, most model-agnostic v5 behavior-regression report in this set and reads like a real underlying code-path bug rather than a model-specific symptom.", + "canonical_issue_reason": "issue:42898 is the broadest and most central tokenizer-regression report in the set (`clean_up_tokenization_spaces` behavior changes in v5), which makes it the best representative issue among the tokenizer-related items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest single issue to anchor a tokenizer-regression cluster, but the overall collection is too diverse to be one duplicate group.", + "best_issue_reason": "issue:42898 is the most suitable issue anchor because it captures a general v5 tokenizer behavior regression and sits closest to several other tokenizer-themed false positives, even though they are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different components and failures: multimodal config initialization vs Whisper timestamp decode crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer loading in v5 and the other is missing BOS/EOS insertion for a specific tokenizer path." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a generic v5 cleanup behavior change and the other is Granite-specific token-id corruption; different concrete bugs." + "reason": "Both are tokenizer regressions, but one is `clean_up_tokenization_spaces` semantics and the other is wrong token IDs for Granite models." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "One is a config propagation bug for Qwen3.5 labels; the other is a docstring import-time logging issue. No shared underlying change." + "reason": "A config propagation bug is not the same as auto_docstring printing diagnostics at import time." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different models and failure modes; not the same bug." + "reason": "Related theme, but different concrete bugs: a global cleanup-behavior change vs Deepseek tokenization output regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs/examples, but they concern different example pages and different failure modes." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different code paths: multimodal config default initialization versus ModelOutput key assignment semantics." + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different models and different failures: missing image-patch helper versus remote-code/meta-init incompatibility." + "reason": "Both touch multimodal loading, but one is a missing processor method and the other is remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they stem from different missing symbols and different dependency contexts." + "reason": "Import errors in different packages for different missing symbols; not the same import-path bug." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache tensor indexing in serve is unrelated to auto_docstring crashing on future annotations." + "reason": "Serve KV-cache indexing crash is unrelated to the auto_docstring annotations crash." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 behavior for XLMRoberta is unrelated to MLflow reporting after failed training jobs." + "reason": "Flash Attention model support issue and MLFlow reporting bug are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are distinct multimodal issues." + "reason": "Both are vision/multimodal model issues, but one is a broken vitpose family and the other is Gemma 4 token-type defaults." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated." + "reason": "Training-job tracking in MLFlow is not the same as model-loading regression for Llama 3.2 Vision." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are regression reports, but one is tokenizer cleanup behavior and the other is processor.tokenizer/image-passing compatibility." + "reason": "Both involve v5 tokenizer/processor behavior, but one is a cleanup-semantics change and the other is processor.tokenizer/image-passing compatibility." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenization, but Kimi-K2.5 codec handling is a different tokenizer implementation bug." + "reason": "Both are tokenizer regressions, but Kimi codec/regex handling is a different concrete defect from clean-up-space behavior." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered buffer and double optimizer stepping are unrelated bugs." + "reason": "Registering/reading position_ids is unrelated to deepspeed causing optimizer.step to run twice." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Two example-script issues in different scripts with different symptoms; not the same underlying defect." + "reason": "Both are example-script issues, but one is empty multi-label outputs and the other is local dataset loading." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Dependency version bump versus leftover dummy-class cleanup are unrelated maintenance issues." + "reason": "MLFlow failed-reporting is unrelated to output-embedding reinitialization after resizing token embeddings." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "MLflow failure reporting and embedding reinitialization after resize are different training-time bugs." + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are different save-path issues." + "reason": "Both involve saving artifacts, but one is FP8/moe save_pretrained behavior and the other is tokenizer class metadata mismatch." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning miswiring and missing tensor-parallel plan are different Qwen model-definition bugs." + "reason": "Wrong tied-weights warning is not the same bug as missing `_tp_plan` for tensor parallelism." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are different import/dependency problems." + "reason": "Both are import/dependency errors, but they stem from different missing modules/libraries." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same issue." + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "A DSA ReLU omission and Minimax attention numerical differences are unrelated algorithmic problems." + "reason": "Missing import from `image_utils` is not the same as leftover dummy classes leaking into `dir(transformers)`." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "A nonexistent image_utils import and stray dummy pt objects leaking into dir(transformers) are different export-surface bugs." + "reason": "A missing ReLU in the DSA indexer is a different code-path issue from Minimax attention numerical differences." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are unrelated." + "reason": "FP8 accuracy concerns and processor save_pretrained missing files are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer stepping." + "reason": "Tokenizer metadata serialization and deepspeed double optimizer-step are unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "A specific tokenizer BPE-marker bug is not the same as an AutoTokenizer.from_pretrained loading issue." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different code paths." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 model save behavior and processor file serialization are different save-related bugs." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count limits and attention registration semantics are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer initialization are different configuration/runtime issues." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Missing AutoImageProcessor export and missing is_offline_mode import from huggingface_hub are separate dependency/export failures." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different bugs in different paths." } ] }, @@ -14749,22 +14673,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", + "issue:42757", "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43644", "issue:43723", - "issue:43824", - "issue:44038", "issue:44190", "issue:44222", "issue:44261", @@ -14774,32 +14696,39 @@ "issue:44297", "issue:44360", "issue:44373", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44623", - "issue:44829", "issue:44977", "issue:45071", "issue:45092", + "issue:45245", "issue:45310", "issue:45357", "issue:45381", "issue:45406", "issue:45834", - "issue:46002", "issue:46050", "issue:46082", "issue:46132", "issue:46209", "issue:46305", "issue:46328", + "issue:46369", "issue:46424", "issue:46431", "issue:46655", - "issue:46710" + "issue:46710", + "issue:46909" ], "soft_pairs": [ + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757", "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:46132|issue:46710", @@ -14813,232 +14742,234 @@ "issue:43232|issue:45834", "issue:44295|issue:44623", "issue:43475|issue:46305", - "issue:46209|issue:46431", "issue:46305|issue:46655", "issue:44263|issue:44360", + "issue:46209|issue:46431", "issue:44263|issue:44373", "issue:30990|issue:38175", - "issue:45092|issue:45357", "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:46369|issue:46909", "issue:42907|issue:46050", "issue:44279|issue:46328", "issue:45381|issue:46305", "issue:44261|issue:45092", - "issue:44483|issue:45406", - "issue:44829|issue:46002", - "issue:43644|issue:46305", - "issue:22355|issue:27957", - "issue:42831|issue:44038", - "issue:41628|issue:43824" + "issue:44483|issue:45406" ], - "prepared_review_unit_hash": "020901591ace58e7fe2560751205d1a0a520ac4f404cd553b08ff1e2083b5529", + "prepared_review_unit_hash": "d6bb3858b604b4d0d40f1a92315e643ebbccf45262c80a2701137cb4c559f112", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35679, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "soft_pair_count": 31, + "serialized_chars": 35969, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial overlaps (same subsystem or similar symptom) rather than true duplicates. I would not merge any of the candidate pairs. The broadest representative issue in this set is the Transformers 5.0 non-persistent-buffer regression.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43644 is the broadest, most foundational regression here: a core Transformers 5.0 initialization/loading bug with likely wide downstream impact.", + "summary": "This cluster is largely a mixed bag of unrelated Transformers issues, with a loose common theme of v5 regressions around config, loading, saving, and generation. There are no clear duplicate pairs here; most soft links only share a subsystem name, not the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45071 is the broadest core-regression report in the set (v5.4.0 type-checking breakage in PretrainedConfig). It is more representative of the cluster than the narrower model-specific save/load or architecture-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it describes a system-level bug rather than a model-specific symptom or narrow API edge case.", + "best_issue_reason": "45071 is the best anchor for triage because it targets a general library-wide regression rather than a single model family, import symbol, or documentation problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Pegasus output mismatch vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is processor file persistence." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated: category-count runtime limit vs attention registration semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both involve initialization/configuration, but one is default multimodal config construction and the other is non-persistent buffer initialization corruption." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different dependency breakages." + }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring wording vs RoPE implementation discussion; different bugs and different fix scope." + "reason": "Docstring typo/question vs a real RoPE implementation bug; not the same change." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_config save metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained failure; different code paths." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Registered attention callback behavior and accuracy regression after upgrade are only loosely related by symptom." + "reason": "Registered-function behavior change is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both concern config validation, but they are different validation rules for different config fields." + "reason": "Both are config-related, but one is a broad type-checking regression and the other is a specific LlamaConfig validation rule." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are different save_pretrained concerns." + "reason": "Shared save_pretrained wording only; one is quantized model serialization, the other is shard-size policy." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer import/load failure and flash-attention generation failure are unrelated." + "reason": "Tokenizer loading failure vs generation failure with flash-attention; different layers." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization drift and FP8 inference failure do not point to the same underlying bug." + "reason": "Tokenization regression vs FP8 inference failure on B200 are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split behavior and remote-code/meta-init incompatibility are different code paths." + "reason": "Same general model family area, but different bugs: split handling in a DSA indexer vs meta-init incompatibility." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Example-script dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "Local dataset loading issue in an example script vs LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and max_cache_length handling are different generation/cache bugs." + "reason": "Both touch generation/cache code, but one is sync_gpus kwargs update and the other is cache length honoring." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling and Kosmos2.5 OCR index error are unrelated." + "reason": "Generation helper bug vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access and processor.save_pretrained missing files are different save/load problems." + "reason": "Position_ids buffer access bug vs processor.save_pretrained missing files." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing SAM output attribute and MoonshineStreaming off-by-one are unrelated model-specific bugs." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference on B200 and missing chat template error are different failure modes." + "reason": "SAM 3 video encoder attribute error vs MoonshineStreaming mask off-by-one." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but the mask off-by-one and padding calculation bugs are distinct." + "reason": "Both are masking/padding issues, but in different models and different failure modes." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same DSA area, but torch.split return values and missing ReLU are different defects." + "reason": "Same DSA indexer area, but split return handling and missing ReLU are separate defects." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template in a processor." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer behavior vs docstring correction; no shared underlying bug." + "reason": "Implementation bug vs documentation bug; not duplicates." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading hang in Sentence Transformers and zero probabilities in SigLIP2 are different model issues." + "reason": "Sentence Transformers loading hang vs zero probabilities for SigLIP2 are different model issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 from_pretrained error are not the same bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code checkpoint/meta-init incompatibility and incorrect visual encoder keys in save_pretrained are different problems." + "reason": "Both are multimodal/v5 issues, but one is meta-init compatibility and the other is save_pretrained key naming." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is not the same as the Qwen3.5 MoE from_pretrained error." + "reason": "Model memory overflow vs a documentation example problem." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve saving/loading quantized models, but they use different quantization paths and failure modes." + "reason": "Both concern quantized saving/loading, but different quantization schemes and different failure points." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency complaint and a numpy-to-list performance regression are unrelated." + "reason": "General dependency complaint vs a performance bug in SequenceFeatureExtractor.pad." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are indexing bugs, but on different inputs and different code paths." + "reason": "Different sequence/video bugs in different models; no shared concrete code path." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Precision error from missing rms_norm_eps and meta-init incompatibility are unrelated." + "reason": "Missing rms_norm_eps precision issue vs meta-initialization incompatibility are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different serving bugs." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Training instability with flash_attention_3 and NaNs after checkout/init are not the same root cause." - }, - { - "left": "issue:43644", - "right": "issue:46305", - "accept": false, - "reason": "Core buffer-initialization regression and streaming mask off-by-one are unrelated." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta flash-attention support are unrelated." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe issue are separate bugs." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Different missing import symbols and different affected classes; not the same bug." + "reason": "Serving request handling failure vs Gemma4Processor missing _tokenizer; different code paths and fixes." } ] }, @@ -15060,7 +14991,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:22355", "issue:27957", @@ -15080,37 +15011,43 @@ "issue:43122", "issue:43232", "issue:43408", + "issue:43540", "issue:43576", + "issue:43644", "issue:43646", - "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", - "issue:44060", - "issue:44117", + "issue:44038", "issue:44188", "issue:44263", "issue:44295", "issue:44297", "issue:44373", "issue:44488", - "issue:44521", "issue:44568", - "issue:44704", + "issue:44829", "issue:44945", "issue:44964", "issue:45278", - "issue:45290", + "issue:45381", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", "issue:46172", + "issue:46305", "issue:46369", "issue:46402", - "issue:46762" + "issue:46762", + "issue:46909" ], "soft_pairs": [ + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:43644|issue:46305", + "issue:42831|issue:44038", + "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:42831|issue:45753", "issue:22355|issue:28218", @@ -15124,6 +15061,8 @@ "issue:43232|issue:45593", "issue:42796|issue:43122", "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:43576|issue:43784", @@ -15134,209 +15073,240 @@ "issue:46172|issue:46762", "issue:43976|issue:44945", "issue:42907|issue:43937", - "issue:44117|issue:44704", - "issue:41628|issue:45278", - "issue:43756|issue:44060", - "issue:43784|issue:45600", - "issue:44704|issue:45290", - "issue:39401|issue:44521" + "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "6332eac131a1a015f68a7b7dfd1118944c912feac9797f0d4eff4c87ceb387c5", + "prepared_review_unit_hash": "db22f66c0df78f11fb0f6c704c88c0470c6868b0dd0cddad4da8742bd7ee462a", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35206, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36346, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Hugging Face Transformers issues. The soft pairs mostly share only broad keywords like tokenizers, imports, or model families, but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs and regressions, so there is no clear duplicate anchor for the cluster.", + "summary": "The cluster is highly heterogeneous; the soft-similarity links are mostly superficial and do not describe the same underlying bug or change. No PRs are present. I would not merge any of the proposed soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "issue:41628 is the broadest representative of the cluster\u2019s recurring import-regression theme, but it is only a loose thematic anchor rather than a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No suitable global best issue; the issues are too heterogeneous to represent one underlying problem.", + "best_issue_reason": "No issue here is a strong global duplicate target; if one must be chosen as a representative, issue:41628 is the least specific and most broadly descriptive.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention training/classification-head problems, but one is an attention-kernel training degradation and the other is NaNs after init/checkpointing; different failure modes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing transformers.onnx module and an XLM-RoBERTa Flash Attention 2 issue are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and MoonshineStreaming window off-by-one are different bugs in different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe breakage are not the same concrete problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same Sam3 family, but different bugs: a model-type warning versus missing text-encoder weights. Not the same fix." + "reason": "A model-type warning and missing text-encoder weight loading are different SAM3 issues." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Unrelated problems: FineGrainedFP8 accuracy versus a Qwen3_5 image-driven infinite loop." + "reason": "FP8 accuracy drift and Qwen3_5 infinite-loop behavior are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing module import failure and tokenizer spacing behavior are different code paths and symptoms." + "reason": "ONNX import failure and tokenizer spacing after added tokens are not the same bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but on different models and different mechanisms: offset mapping vs add_special_tokens/BOS-EOS handling." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is unrelated to the tokenizer decoder-type mismatch in v5." + "reason": "Offline cache loading and wrong decoder type in v5 are different tokenizer issues." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache loading and quantized model saving are distinct problems." + "reason": "Tokenizer offline cache loading and quantized model saving are unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing hub symbol; the other is a broader import breakage after upgrade. Too vague to be the same bug." + "reason": "A specific missing hub import is not the same as a broad set of import errors after upgrade." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are different failure modes." + "reason": "Flash Attention 2 on XLM-RoBERTa and Sentence Transformers loading hangs do not share the same root cause." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile kernel divergence is unrelated to a docstring issue for position_ids." + "reason": "Torch.compile attention-kernel divergence and a docstring typo for position_ids are unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both involve Sam3, but one is a warning and the other is a memory overflow in a different path." + "reason": "SAM3 model-type mismatch and memory overflow in sam3-litetext are different bugs." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation-state update logic and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both mention tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a version-to-version tokenization change; not enough to treat as the same bug." + "reason": "Both are tokenizer regressions, but one is a specific BPE-marker handling bug and the other is a broader version-to-version tokenization change." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different issues." + "reason": "Broken custom model initialization and NaNs in classification heads are different initialization-time symptoms." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a broken DIA docs example are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and a documentation example bug are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A loading hang and a macOS bus error are different symptoms with different likely causes." + "reason": "A loading hang in Sentence Transformers and a MacOS bus error are different failure modes." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized save failure and incorrect pipeline-parallel output are separate code paths." + "reason": "Quantized-model save failures and pipeline-parallel output errors are unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken CLI env command and a NameError during sentence-transformers import are not the same change." + "reason": "A broken env CLI command and a sentence-transformers import NameError are different code paths." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after registering as a buffer and tokenizer_class metadata mismatch are unrelated." + "reason": "Position_ids buffer reading and tokenizer_class metadata mismatch are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration messaging and torch.split return values in GlmMoeDsaIndexer are unrelated." + "reason": "TF32 configuration guidance and torch.split return-value behavior are not the same bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and different load/offset behaviors." + "reason": "Two tokenizer-loading/tokenization complaints, but with different models and symptoms; no concrete shared defect is evident." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal-instruct are distinct issues." + "reason": "Dequantized Ministral save failure and Phi-4 multimodal loading failure are different issues." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical/model-computation issues, but they affect different architectures and code paths." + "reason": "Both involve attention math, but one is a specific code expression bug and the other is a numerical-difference comparison against reference." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Quantized/dequantized saving and invalid GenerationConfig are different problems." + "reason": "Python-version incompatibility and pipeline-parallel output corruption are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate API bugs." + "reason": "CLI environment command breakage and an import NameError in sentence-transformers are different problems." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + "reason": "Buffer access after registration and tokenizer save metadata mismatch do not share a root cause." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "RoPE-layer dropping and tied-weights warnings are different model configuration bugs." + "reason": "TF32 behavior settings and GlmMoeDsaIndexer torch.split semantics are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A NameError on import and stale auto_mappings references breaking CI are not the same failure." + "reason": "Offset-mapping wrongness and a model-loading failure for cjvt/sleng-bert are distinct tokenizer issues." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Processor kwargs propagation and chat-template crashes with tool calls are different code paths." + "reason": "Saving dequantized models and GLM-5 GenerationConfig validation are different bugs." } ] }, @@ -15358,19 +15328,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:22355", "issue:29127", "issue:29159", "issue:36296", - "issue:38617", "issue:39401", "issue:42175", "issue:42757", - "issue:42898", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", "issue:43278", @@ -15378,11 +15345,13 @@ "issue:43452", "issue:43475", "issue:43493", - "issue:43611", + "issue:43756", + "issue:43784", "issue:43824", "issue:43937", - "issue:43976", "issue:44038", + "issue:44060", + "issue:44117", "issue:44188", "issue:44222", "issue:44295", @@ -15392,17 +15361,17 @@ "issue:44485", "issue:44521", "issue:44625", + "issue:44704", "issue:44779", "issue:44829", "issue:44938", "issue:44945", "issue:45200", "issue:45216", - "issue:45278", - "issue:45446", + "issue:45290", "issue:45478", + "issue:45600", "issue:45753", - "issue:46002", "issue:46231", "issue:46326", "issue:46328", @@ -15410,6 +15379,11 @@ "issue:46877" ], "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44704|issue:45290", "issue:44625|issue:44829", "issue:44360|issue:44485", "issue:43408|issue:43475", @@ -15433,174 +15407,198 @@ "issue:43493|issue:45753", "issue:46231|issue:46877", "issue:44188|issue:46328", - "issue:43937|issue:44485", - "issue:38617|issue:45278", - "issue:42898|issue:46614", - "issue:43066|issue:44779", - "issue:43611|issue:46002", - "issue:44038|issue:45478", - "issue:43976|issue:45446" + "issue:43937|issue:44485" ], - "prepared_review_unit_hash": "9ffdf98cf2a7725f63fa518e3baca6f5558606fa5198b4d6a18fa16ee1c6a562", + "prepared_review_unit_hash": "e1b8a2372e123d0846d4d35771724c73ebfd8f6441e65b26ede4434ca9dee0e9", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36339, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 - }, - "overflow_policy": "truncate_then_skip", + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35674, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad keywords (tokenizer, import, v5, model family names) but do not describe the same underlying bug or code-path change. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab-bag of unrelated bugs; none of the soft-similarity pairs are close enough to merge as true duplicates. I chose the broad tokenizer-regression report as the best representative issue, but there is no strong canonical duplicate for the whole cluster.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43122 is the broadest and most representative report here: it describes a tokenizer regression across versions, which is the closest fit for the tokenizer-heavy subset of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43122 has the clearest general regression framing and the widest potential to subsume nearby tokenizer complaints, even though the cluster as a whole is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model families and different failure modes: RoPE-layer omission vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import/config breakages, but they point to different code paths and symbols; not the same underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is a tokenizer mapping lookup issue, the other is kwargs not forwarded in AutoProcessor.from_pretrained." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is wrong offset mappings and the other is assistant masks for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated code paths: cached_file argument forwarding vs chat-template crashes on tool-call messages." + }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Both involve model/config behavior, but one is Qwen3.5 num_labels propagation and the other is flash_attention_3 training degeneration; different failure modes and fixes." + "reason": "Different problems: config propagation for num_labels vs degenerate training under flash_attention_3." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation; same project area only at a very high level." + "reason": "DSA indexer activation bug and GLM-5 RoPE implementation issue are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing output attribute; different code paths and symptoms." + "reason": "Both are SAM 3 Video-related, but one is a model-type warning and the other is a missing output attribute." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression versus multimodal assistant mask handling; not the same bug." + "reason": "General tokenization regression vs multimodal assistant-mask bug; not the same defect." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained issue is different from tokenizer_config tokenizer_class mismatch during save_pretrained." + "reason": "Qwen3-VL-Moe runtime bug and tokenizer save_pretrained metadata mismatch are different issues." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer families and behaviors: generic tokenization regression versus mistral_common continue_final_message handling." + "reason": "Both touch tokenizers, but one is a version-regression report and the other is a specific continue_final_message bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file loading failures in AutoTokenizer/AutoModel." + "reason": "Saving dequantized models and gguf_file loading failures are distinct workflows and failure modes." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer read access." + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access error." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading error; not the same concrete defect." + "reason": "Same model family, but save_pretrained corruption and from_pretrained import error are separate code paths." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer issues, but Qwen3.5 offset_mapping and Wav2Vec2 phonemizer backend state are distinct subsystems." + "reason": "Different tokenizer bugs: Qwen3 offset_mapping vs stale phonemizer language state." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX import error and slow/fast tokenizer inconsistency are unrelated." + "reason": "Importing transformers.onnx and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading failure and FP8 save_pretrained behavior are different operations and different bugs." + "reason": "Both mention MoE/FP8 contexts, but one is a model import/runtime bug and the other is save_pretrained behavior." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Separate missing exports: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." + "reason": "Example script returns empty results and mm_token_type_ids defaults are different bugs." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." + "reason": "Both are tokenizer regressions, but there is no evidence they share the same tokenizer implementation or code path." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying defect." + "reason": "Two unrelated import errors for different missing names from transformers/huggingface_hub." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the classification example script returning empty results." + "reason": "Tensor-parallel training and multi-label classification script output are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to incorrect pipeline-parallel LLM output." + "reason": "Dtype drift during evaluate and incorrect pipeline-parallel output are different training/runtime bugs." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/backend dependency omission is unrelated to Python 3.14 load failure." + "reason": "Backend extra-install packaging and Python 3.14 import failure are not the same issue." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated issues." + "reason": "Missing module import and LayoutLMv3 error-message clarity are entirely different." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different multimodal model bugs: SigLIP2 implementation discrepancy versus Qwen3_5 image-specific infinite loop." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop on an image are unrelated model bugs." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter-name mismatch and import-time docstring diagnostics are not the same bug." + "reason": "Documentation parameter mismatch vs import-time doc-lint logging are separate documentation/tooling issues." }, { "left": "issue:44188", @@ -15612,43 +15610,7 @@ "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are separate GLM-5 problems." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing import and a broad 'many import errors' report are not the same concrete code-path issue." - }, - { - "left": "issue:42898", - "right": "issue:46614", - "accept": false, - "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer language state are unrelated tokenizer behaviors." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is Deepseek tokenization correctness; too broad to merge." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "base_model_prefix loading breakage and NaNs in classification heads are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3-family load errors, but they concern different model variants and different failure points." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python-version compatibility and flex_attention PyTorch version check are unrelated." + "reason": "Both are GLM-5 related, but GenerationConfig validation and RoPE implementation are different defects." } ] }, @@ -15670,64 +15632,72 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28348", "issue:33453", + "issue:38617", "issue:39401", "issue:42222", "issue:42371", "issue:42673", - "issue:42796", + "issue:42898", "issue:43064", "issue:43066", "issue:43116", "issue:43441", "issue:43493", + "issue:43611", "issue:43618", "issue:43673", "issue:43825", "issue:43827", "issue:43874", - "issue:43937", + "issue:43976", "issue:43992", + "issue:44038", "issue:44075", "issue:44263", "issue:44355", - "issue:44380", + "issue:44610", "issue:44625", "issue:44704", + "issue:44779", "issue:44936", "issue:44995", "issue:45072", "issue:45083", "issue:45092", - "issue:45356", + "issue:45278", "issue:45357", "issue:45446", "issue:45478", - "issue:45563", "issue:46002", - "issue:46077", "issue:46231", - "issue:46328", "issue:46614", "issue:46640", - "issue:46655", "issue:46697", "issue:46710", "issue:46752", "issue:46762", - "issue:46829" + "issue:46829", + "issue:46909" ], "soft_pairs": [ - "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", "issue:43116|issue:43493", + "issue:44355|issue:46231", "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44625|issue:46002", "issue:42371|issue:43874", "issue:45083|issue:45446", + "issue:44610|issue:46909", "issue:43618|issue:46829", "issue:43992|issue:44704", "issue:43116|issue:43825", @@ -15741,211 +15711,204 @@ "issue:42222|issue:43441", "issue:43827|issue:45446", "issue:33453|issue:39401", - "issue:43064|issue:43673", - "issue:43937|issue:45563", - "issue:42673|issue:42796", - "issue:43673|issue:46328", - "issue:45356|issue:46614", - "issue:44380|issue:46077", - "issue:42673|issue:46655", - "issue:42222|issue:46752" + "issue:43064|issue:43673" ], - "prepared_review_unit_hash": "8d30d7faf3fa07261d6dce9f204d7b7f39bac28220f2151b05b2d71205bee91f", + "prepared_review_unit_hash": "8567b16524e730fe52e729b0282cbae7b8b3483a1b2c4358f3ae758de1608846", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35332, - "estimated_input_tokens": 8833, - "estimated_eval_tokens": 17922 + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports that only share broad Transformers/v5/tokenizer/attention keywords. None of the soft pairs look like true duplicates or mergeable one-fix PR equivalents. If forced to pick an umbrella issue, the generic tokenizer regression report is the closest fit.", - "confidence": 0.34, - "canonical_issue_reason": "issue:33453 is the most generic regression-style report here and has the strongest discussion signal, so it is the best umbrella representative despite the cluster not being a true duplicate set.", + "summary": "These items are mostly unrelated Transformers regressions across different subsystems (tokenizers, loading, multimodal, training, docs). I found no soft-edge pair that clearly shares the same underlying bug/change, so all candidate duplicate links are rejected.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43611 is the strongest representative issue: it describes a concrete, reproducible v5 loading regression with clear user impact and a specific code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the broadest, least model-specific issue in the set; it is the safest representative if one must choose a single canonical issue.", + "best_issue_reason": "issue:43611 is the best issue to anchor the cluster because it is specific, actionable, and tied to a clear runtime failure rather than a vague compatibility complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import breakage, but one is a missing symbol and the other is a broad upgrade-wide import regression; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and stale phonemizer backend state are different failure modes in different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization results; no concrete shared fix." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated code-path problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3-VL-Moe loading, but the reported failures are not the same concrete from_pretrained bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Compiled-Python execution failures and a doc parameter-name mismatch are unrelated." + "reason": "A Python-version compatibility report is not the same as an incorrect PyTorch version gate in flex_attention." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification empties and SigLIP2 implementation drift are different problems." + "reason": "Example-script multi-label output failure and SigLIP2 implementation discrepancy are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors and a documentation parameter-name mismatch are not the same issue." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in threaded dataloading and bfloat16 dtype mismatches are separate code paths." + "reason": "VRAM leakage in multithreaded inference and bf16 dtype mismatches are separate runtime bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading; not the same bug." + "reason": "Save-pretrained key mapping and from-pretrained loading failures are related only loosely; they are distinct bugs." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs on checkpoint/init are distinct failures with different fixes." + "reason": "Num-label propagation and NaNs in classification heads do not share the same underlying code path." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior settings and a missing image-processor method are unrelated." + "reason": "TF32 API guidance and a missing image-patch helper method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe feature-length logic and a flex_attention import/version check do not share a concrete code path." + "reason": "A helper length-calculation regression is not the same as a PyTorch version-check bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "An image-size mismatch in OmDet-Turbo and a broken DIA documentation example are unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both affect model outputs, but they concern different models and different output fields; not one duplicate bug." + "reason": "Both are output-dataclass issues, but they affect different models and fields with different fixes." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights and AutoProcessor kwarg forwarding are separate loading issues." + "reason": "Missing encoder weights and missing kwargs passthrough to cached_file are separate from_pretrained/processor issues." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "An example script returning empty results is not the same as a pipeline deprecation/error-message issue." + "reason": "Empty classification results and a misleading pipeline error message are different example/pipeline problems." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Ignored SGD args and trainer evaluate/train state breakage are unrelated optimizer/training bugs." + "reason": "Optimizer-argument handling and trainer.evaluate() failing after train are not the same bug." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Both are v5 regressions, but one is optimizer-state corruption and the other is accuracy drift; different underlying causes." + "reason": "Tokenizer decoder regression and DeepSeek accuracy drift are not the same underlying failure." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "FlashAttention-2 support for GPT2LMHeadModel is not the same as a generic Flash Attention 2 bug report." + "reason": "Both reference FlashAttention 2, but one is a feature request for GPT2 and the other is an unspecified issue; not the same concrete change." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "A torch.split indexing issue and Minimax numerical mismatch are different model behaviors." + "reason": "A torch.split return-value issue in one model and numerical attention differences in another are distinct." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer language state and empty chat-template input handling are unrelated." + "reason": "Stale phonemizer language state and empty-list chat template crashes are unrelated." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale cache crashes and Swin2SR over-padding are completely different subsystems." + "reason": "A stale GLM indexer cache and Swin2SR over-padding are different model-specific bugs." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-init incompatibility is unrelated to attention numerical differences in another model." + "reason": "Meta-initialization incompatibility and attention numerical drift are unrelated regressions." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific bugs." + "reason": "Vitpose import breakage and Ministral FlashAttention failure are different subsystems and fixes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are not the same issue." + "reason": "Documentation still referencing pipeline() and a flex_attention version-check bug are unrelated." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is wrong offset mapping in Qwen3; not the same concrete bug." + "reason": "Generic tokenizer-loading regression and wrong offset_mapping for Qwen3 are different tokenizer bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache in chunked prefill are different training/generation paths." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GenerationConfig validation and a stale warning about num_return_sequences are not the same failure." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "A VRAM leak and incorrect BPE marker handling are unrelated tokenizer/model issues." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Generation cache missing and a padding performance regression do not share a code path." - }, - { - "left": "issue:45356", - "right": "issue:46614", - "accept": false, - "reason": "Kimi tokenizer codec/regression handling and phonemizer backend state are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Both are attention-related, but they affect different models and different mechanisms (scaling config vs bidirectional masking)." - }, - { - "left": "issue:42673", - "right": "issue:46655", - "accept": false, - "reason": "A VRAM leak in threaded inference and a video padding calculation bug are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "Broken vitpose model loading and empty-list chat templating are not the same bug." + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache during chunked_prefill are separate training vs generation issues." } ] }, @@ -15967,7 +15930,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:38617", "issue:39401", @@ -15975,55 +15938,62 @@ "issue:42222", "issue:42371", "issue:42617", + "issue:42673", + "issue:42796", "issue:43122", - "issue:43208", "issue:43408", "issue:43450", + "issue:43673", "issue:43742", "issue:43937", "issue:43986", "issue:44117", - "issue:44220", "issue:44261", "issue:44291", + "issue:44380", "issue:44410", "issue:44466", "issue:44484", - "issue:44496", "issue:44779", "issue:44829", "issue:44877", - "issue:44933", "issue:44977", "issue:45071", "issue:45081", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", + "issue:45356", "issue:45362", "issue:45405", "issue:45446", - "issue:45478", "issue:45561", + "issue:45563", "issue:45588", "issue:46002", + "issue:46077", "issue:46178", - "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512", - "issue:46617", - "issue:46762", - "issue:46894" + "issue:46614", + "issue:46655", + "issue:46752" ], "soft_pairs": [ + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:42222|issue:46752", "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44466|issue:46002", - "issue:44410|issue:45310", "issue:44117|issue:45588", + "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:45341|issue:46328", @@ -16035,229 +16005,215 @@ "issue:38617|issue:41628", "issue:43408|issue:43742", "issue:43122|issue:46298", - "issue:45362|issue:46328", "issue:42617|issue:45341", - "issue:44484|issue:45310", + "issue:45362|issue:46328", "issue:42222|issue:46178", + "issue:44484|issue:45310", "issue:44877|issue:46231", - "issue:42371|issue:44261", - "issue:39401|issue:46209", - "issue:43937|issue:44496", - "issue:44410|issue:45478", - "issue:42371|issue:46617", - "issue:44261|issue:46762", - "issue:44933|issue:45278", - "issue:43208|issue:46894", - "issue:38617|issue:44220" + "issue:42371|issue:44261" ], - "prepared_review_unit_hash": "8231d9bf98265fd720239315f957d48c78c54e0e3db9fe0fe24dae197c9281fc", + "prepared_review_unit_hash": "95e2681dc25b32d7941f2d48b8d97d45df9e95ac344d22fd50fe6cf92103f299", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36508, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 29, + "serialized_chars": 36390, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false positives: they share broad themes like regressions, imports, tokenization, or model loading, but they describe different concrete failure modes and would not be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import regressions after upgrading from 4.57.0 to 5.5.0; it best represents the cluster\u2019s general upgrade-breakage theme.", + "summary": "No soft edge looks like the same underlying bug/change. The items span distinct regressions across tokenizer behavior, model loading, generation, attention backends, video processing, and test utilities, so all candidate merges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest regression report in the set: it compares behavior across versions, has clear user impact, and is framed as a general tokenizer regression rather than a model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most central and general user-facing bug report in the set; the rest are narrower, unrelated symptoms in different subsystems.", + "best_issue_reason": "issue:43122 is the strongest anchor among these issues because it is a versioned, reproducible regression with broad applicability; the others are narrower, model- or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Both are version-regression reports, but one is an init_empty_weights/_is_hf_initialized TypeError and the other is PretrainedConfig type-checking; different code paths and fixes." + "reason": "Both involve generation, but one is an invalid GenerationConfig error and the other is a stale warning about num_return_sequences; different bugs and code paths." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "One is a PEFT version pin issue, the other is a flex_attention backend/version check bug; unrelated failures." + "reason": "VRAM leakage in dataloader threads is unrelated to a tokenizer BPE-marker parsing bug." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "lm_head serialization on different devices is not the same as NaNs after checkout/init; different symptoms and root causes." + "reason": "Different attention problems: GPT2 scaling ignored in backend implementations versus Gemma4 building the wrong attention mask." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Missing projections in qwen3next is a model-architecture bug, while Qwen3.5 MoE from_pretrained is a loading/config bug." + "reason": "Generation cache chunked_prefill bug is unrelated to a padding performance issue in SequenceFeatureExtractor.pad." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:45356", + "right": "issue:46614", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling is unrelated to flash_attention s_aux=None handling; different subsystems and bug shapes." + "reason": "Both are tokenizer-related regressions, but they affect different tokenizers and different state-handling failures." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42673", + "right": "issue:46655", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different model families and different behaviors (offset mapping vs generated tokenization output)." + "reason": "VRAM leakage in Qwen3ForCausalLM threads is not the same as a video processor padding miscalculation." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "VitPose model breakage and an empty-list apply_chat_template crash are unrelated failures." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "A testing_utils bug is not the same as a SequenceFeatureExtractor.pad performance issue; no shared underlying defect." + "reason": "One is an init_empty_weights argument error; the other is PretrainedConfig type-checking regression. Same release window, different concrete bug." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Incorrect batched video processor output shape differs from an AutoProcessor crash due to missing torchvision; one is data shaping, the other dependency handling." + "reason": "A dependency-version bump issue is unrelated to a PyTorch version check in flex_attention." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "A generic testing_utils bug is not the same as the pytest-xdist captured_info.txt race; different failure mechanisms." + "reason": "Serialization of lm_head.weight is a different issue from NaNs appearing in classification heads." }, { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint serialization corruption." - }, - { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate configuration issues with different fixes." + "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention s_aux=None crashes are different subsystems and failures." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Missing tokenizer mapping and _patch_mistral_regex backend_tokenizer crashes are distinct tokenizer-loading bugs." + "reason": "Both mention Qwen, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE; not the same bug." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Importing a missing internal symbol and missing AutoImageProcessor are both import errors, but they concern different symbols and export paths." + "reason": "Both are tokenizer regressions, but they concern different models and different symptom sets (offset mapping vs overall incorrect results)." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "sam3_video/sam3_tracker model-type mismatch is not the same as a MobileLLM config key error." + "reason": "GenerationConfig validation and flash-attention generation failure are different issues." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Tokenizer output changes across versions is unrelated to a noisy logging message." + "reason": "A testing_utils bug and a feature-extractor padding inefficiency are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "A chat crash for Qwen3.5-35B is a model/runtime issue, not a padding conversion performance issue." + "reason": "Video processor output-shape bug and AutoProcessor dependency crash are different code paths." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to the small testing_utils bug; no common code path." + "reason": "Testing-utils cleanup bug is unrelated to a pytest-xdist file-race issue, even though both touch test infrastructure." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization regression are different problems." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "vitpose model breakage and a tensorflow_text backend mapping error are different loading problems in different areas." + "reason": "Type checking on PretrainedConfig and stale config.dtype after from_config are related only at a high level; not the same underlying defect." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Strict config loading for granite_speech is not the same as a documentation typo about set_training parameters." + "reason": "A mapping-lookup None bug is not the same as the Mistral regex patch crashing on backend_tokenizer absence." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TF32 API settings guidance and missing rms_norm_eps precision behavior are unrelated." + "reason": "Both are import errors, but they involve different missing symbols from different modules and do not indicate one root cause." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are different bugs with different layers and hardware implications." + "reason": "A model-type warning and a key error while loading a specific model are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "An invalid GenerationConfig and an unrecognized model config are both load-time errors, but they are distinct root causes." + "reason": "A tokenizer regression across versions is not the same as a noisy logging message." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Missing qwen3next projections is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Running a 3d_parallel script and a small testing_utils bug are unrelated." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "TF32 control API changes are unrelated to cache lookup failures when loading trust_remote_code models." + "reason": "Qwen3.5 chat crashes and SequenceFeatureExtractor padding inefficiency are different bugs." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Missing config.rms_norm_eps and numerical mismatch vs reference attention are different correctness issues." + "reason": "VitPose model breakage and a backend-mapping validation error are unrelated." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "A specific missing import from image_utils is not the same as the broader import-error cluster after upgrading to 5.5.0." + "reason": "A save_pretrained shard-size question is not the same as a Qwen3.5 MoE loading regression." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model-specific issues." + "reason": "Strict config loading and a documentation parameter-name mismatch are different severities and different fixes." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() issues affect different modules and code paths." + "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are unrelated." } ] }, @@ -16279,13 +16235,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:27957", "issue:38617", + "issue:39401", "issue:41628", "issue:42222", - "issue:42757", + "issue:42371", "issue:43012", "issue:43066", "issue:43097", @@ -16294,15 +16251,15 @@ "issue:43352", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", "issue:43673", "issue:43874", "issue:43931", + "issue:43937", "issue:43986", "issue:44038", "issue:44075", - "issue:44117", + "issue:44220", "issue:44261", "issue:44263", "issue:44360", @@ -16311,25 +16268,32 @@ "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", - "issue:44987", + "issue:44933", "issue:45003", "issue:45071", + "issue:45278", "issue:45341", - "issue:45375", - "issue:45440", "issue:45464", "issue:45478", "issue:45542", - "issue:45588", "issue:45656", - "issue:45753", - "issue:46123", "issue:46172", - "issue:46369", - "issue:46897" + "issue:46209", + "issue:46617", + "issue:46762", + "issue:46894" ], "soft_pairs": [ + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:43208|issue:46894", + "issue:44933|issue:45278", + "issue:38617|issue:44220", "issue:44075|issue:45656", "issue:43066|issue:43122", "issue:44263|issue:44485", @@ -16351,227 +16315,216 @@ "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:44261|issue:44485", - "issue:45753|issue:46369", - "issue:44117|issue:44987", - "issue:43874|issue:44263", - "issue:45440|issue:46172", - "issue:43531|issue:45341", - "issue:43673|issue:46123", - "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:43208|issue:46897" + "issue:44261|issue:44485" ], - "prepared_review_unit_hash": "02904d0bee914e5009cfe9b7ec07dd3932de5a481b5918d28c052b525a33e248", + "prepared_review_unit_hash": "efbd2aea51aab5ad90b31ecd3bfd17d8599ad867cc967c43684ab1f49fec8259", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36584, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "soft_pair_count": 30, + "serialized_chars": 35568, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate or mergeable same-fix candidate; these are mostly unrelated regressions across tokenizers, model-loading, FlashAttention, and utility code.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43097 is the cleanest standalone regression report in the set: explicit breakage, clear symptom, and downstream references. It is the best anchor available, though it does not subsume the other issues.", + "summary": "This cluster is loosely related but heterogeneous: most items are distinct Transformers regressions around imports, tokenizer/model loading, multimodal model wiring, and a few optimizer/runtime issues. No soft edge looks strong enough to merge as the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest and most representative user-facing regression report in the set, covering multiple import failures after an upgrade and fitting the cluster\u2019s general theme better than the narrower model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the most canonical-looking issue overall because it is specific, actionable, and well-scoped compared with the others.", + "best_issue_reason": "issue:45278 is the best single issue to stand in for the cluster because it captures the widest shared symptom category (post-upgrade import breakage) and is more general than the other, more specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different models and different failure modes: invalid GenerationConfig vs unrecognized model/config loading." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; no shared code-path evidence." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is unrelated to Qwen3.5-Moe from_pretrained loading error." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API behavior change and cache FileNotFoundError are unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical bugs in different model families; no indication they are the same defect." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Separate training bugs in different models; only a vague similarity in symptom type." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific nonexistent image_utils import and the other is a broad upgrade regression; not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing configuration_utils symbol import vs an fbank feature extraction issue; unrelated." + }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer bugs: unused SGD args vs double optimizer.step under deepspeed; not the same code-path failure." + "reason": "SGD args being ignored is not the same as optimizer.step() being called twice under DeepSpeed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer/v5 regressions, but one is decoder-type metadata and the other is changed tokenization output; distinct bugs." + "reason": "Both involve tokenizer behavior changes, but one is a decoder-type mismatch and the other is a broader tokenization difference; too weak to treat as the same bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Unrelated GLM internals: torch.split return handling vs RoPE implementation." + "reason": "torch.split return values in a GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: removed config flag vs unexpected position-id keys in models." + "reason": "Embedding/encoder-decoder tying removal and unexpected position-id keys are different compatibility problems." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family model issues, but one is a weight-shape load failure and the other is missing projections in layer 0." + "reason": "Weight-shape mismatch for a VL model and missing projections in qwen3next are different model-loading defects." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; no shared underlying defect." + "reason": "GenerationMixin cache regression during chunked prefill is unrelated to a testing_utils bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking behavior." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different API breakages." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage is unrelated to the TensorFlow/tensorboard backend import issue." + "reason": "VitPose model breakage and TensorFlow-backend confusion from tensorboard-only installs are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Different failures in different subsystems: config type checking vs missing TensorFlow backend." + "reason": "Different subsystems and symptoms; no shared bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Generic chat/completions API compatibility issue vs a model-specific streaming failure on Qwen3.5-0.8B." + "reason": "Both touch chat/completions, but one is a general request acceptance failure and the other is a streaming inference failure for a specific model." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard sizing question is unrelated to Qwen3.5-MoE loading errors." + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5-Moe from_pretrained loading failure." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image patch counting AttributeError vs MLA q_a_layernorm precision/config issue; different components." + "reason": "Missing image patch count helper and missing rms_norm_eps in MLA are separate multimodal/model math bugs." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different math/shape bugs in different model families; not the same underlying defect." + "reason": "GlmMoeDsaIndexer torch.split behavior and deepseek-v4 comb transpose issue are different code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to the deepseek-v4 comb transpose/dtype issue." + "reason": "ReLU missing in DSA indexer is unrelated to deepseek-v4 tensor transpose behavior." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." + "reason": "Both mention Flash Attention 2 support, but they concern different models and likely different implementation gaps." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same general Qwen3-VL area, but one is a load-time weight mismatch and the other is a broader v5/Qwen3-VL-Moe regression report." + "reason": "Both are Qwen3-VL-related, but one is a shape-mismatch load error and the other is a separate from_pretrained failure on a moe variant." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different missing symbols from different dependencies: transformers internal helper vs huggingface_hub import." + "reason": "Compile-time warning on bf16 models and Blip2 dtype remaining float32 are not the same bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different Qwen3 config/model gaps: missing layer projections vs missing deepstack_visual_indexes field." + "reason": "FlashAttention problems in different models and scenarios; not enough evidence they are the same concrete defect." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Related family, but the reported failures are different concrete bugs in different model code paths." + "reason": "Embedding-tie removal and gguf_file/pretrained loading breakage are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to testing_utils behavior." + "reason": "AutoProcessor crash without torchvision and testing_utils bug are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA layernorm epsilon precision bug is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:45753", - "right": "issue:46369", - "accept": false, - "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different failures." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer mapping None bug is broader loader logic, but the physical-intelligence/fast failure is a separate model-specific regression." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different defects: image patch counting vs torch.split return handling." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeekV3 remote/local divergence is not the same as the deepseek-v4 dtype/transpose issue." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache missing and mask pipeline final-batch dropping are different pipeline bugs." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Config-flag removal complaint vs flash_attention.py crashing on sink-less models; no shared bug." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift are unrelated model-specific training bugs." + "reason": "Different GLM-5-related model bugs: one is a layernorm epsilon issue, the other is a RoPE implementation question." } ] }, @@ -16593,66 +16546,76 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "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:43825", + "issue:43531", + "issue:43673", "issue:43873", - "issue:43906", - "issue:43976", + "issue:43874", "issue:43986", "issue:43992", + "issue:44038", "issue:44062", - "issue:44077", "issue:44117", - "issue:44162", + "issue:44263", "issue:44315", "issue:44351", - "issue:44368", "issue:44380", + "issue:44410", "issue:44484", - "issue:44655", "issue:44704", "issue:44936", - "issue:44938", + "issue:44987", "issue:45103", + "issue:45341", "issue:45372", - "issue:45584", - "issue:45712", + "issue:45375", + "issue:45440", + "issue:45588", "issue:45753", "issue:46050", - "issue:46132", + "issue:46123", "issue:46172", - "issue:46178", "issue:46298", "issue:46365", + "issue:46369", "issue:46421", "issue:46655", "issue:46664", "issue:46701", "issue:46710", "issue:46752", - "issue:46821" + "issue:46821", + "issue:46897" ], "soft_pairs": [ - "issue:43064|issue:44315", - "issue:43986|issue:45372", - "issue:43097|issue:46050", - "issue:43986|issue:44484", - "issue:46655|issue:46664", - "issue:42890|issue:46298", - "issue:46172|issue:46710", - "issue:46298|issue:46752", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:46298|issue:46752", "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:43097|issue:43873", @@ -16661,362 +16624,608 @@ "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43986|issue:44117", - "issue:42907|issue:44655", - "issue:42907|issue:45753", - "issue:43825|issue:44655", - "issue:43012|issue:43550", - "issue:45712|issue:46298", - "issue:43012|issue:44368", - "issue:43208|issue:43550", - "issue:43992|issue:44484", - "issue:43352|issue:43976", - "issue:43352|issue:44380", - "issue:43066|issue:43906", - "issue:44162|issue:46172", - "issue:43097|issue:46298", - "issue:44380|issue:46132", - "issue:45584|issue:46365", - "issue:44077|issue:46365" + "issue:44380|issue:46421" ], - "prepared_review_unit_hash": "f3b1cdfcc1c6744bd6ee13c5c83d3776815071f2d6c90102fbcf714f3c9ca7b9", + "prepared_review_unit_hash": "262a131e24d0770c525f7af03840f9e39e2f7a33a72aeb9a93c31a8d363cc75d", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38104, - "estimated_input_tokens": 9526, - "estimated_eval_tokens": 19308 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports; the soft-similarity pairs share surface vocabulary but not the same concrete failure. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs, and the similar pairs differ in concrete failure modes.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues; the soft links are only superficial similarities by subsystem or model family, not the same underlying bug. No PRs are present, and none of the issue pairs look safe to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43502 is the cleanest self-contained bug report in the set: it names a single concrete failure mode, has an obvious repro condition, and maps to a specific code path. That makes it a good representative duplicate target compared with the more model-specific or multi-bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue: none of the reports clearly subsumes the others as one duplicate target.", + "best_issue_reason": "issue:43502 is the best dedupe anchor because the symptom is precise and broadly understandable: local_files_only still allowing network access. It is concise, actionable, and less ambiguous than the other issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs: one is a Qwen3_5 generation loop on a specific image, the other is a Trainer import conflict involving datasets." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM-family code, but they describe different failures in different paths: image patch counting vs torch.split handling." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "The tokenizer-mapping None bug is broader, but the loading failure for physical-intelligence/fast is a separate model-specific symptom." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model implementations and different failure modes: DeepseekV3MoE divergence versus a deepseek-v4 tensor transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: a Qwen3-MoE sliding_window problem versus a small testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline behavior, but they are distinct code paths and symptoms: chunked_prefill cache handling vs final partial-batch masking." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash-attention crash on s_aux=None are not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different modules and symbols from different dependencies." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen space, but one is missing attention projections while the other drops a vision-config field under @strict." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen variants, but the reported failures are different model/config issues rather than one shared bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Multi-bug xLSTM training issues are unrelated to the Florence2 training-loss double-shift regression." + }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training bugs: optimizer state corruption vs. Liger Kernel application." + "reason": "One is an optimizer-state corruption bug under Trainer/FSDP2/PEFT; the other is Liger Kernel not being applied in model_init." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are loading/import failures, but for different optional deps and code paths." + "reason": "Different missing-dependency failures: torchvision absence for video models versus a mistral_common import break in Gemma 4 loading." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different save/load regressions: removed config flag vs. quantization persistence." + "reason": "A removed API flag and broken quantized save/load behavior are separate issues with different triggers and fixes." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Unrelated processor import crash vs. max shard size question." + "reason": "No overlap beyond being transformer-related; one is a video-model import crash, the other is a save_pretrained shard-size question." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same model area, but padding calculation and num_frames semantics are distinct bugs." + "reason": "Same SmolVLM video processor area, but different bugs: padding computation versus num_frames semantics." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing seed is not the same as a noisy log message." + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Specific DeepSeek tensor operation bug vs. broad accuracy regression after upgrade." + "reason": "Different DeepSeek-related reports, but one is a concrete tensor operation bug and the other is a broad accuracy regression after upgrade." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat-template crash are unrelated." + "reason": "A logging nuisance and an empty-list apply_chat_template IndexError are not the same bug." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and fixes." + "reason": "Both are import errors in transformers, but they concern different missing symbols and different failure sites." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction failure vs. TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer construction error with AddedToken is a different bug from TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed config API and quantized offloading behavior are different problems." + "reason": "No shared code path: one is an API removal complaint, the other is an offloading/quantization behavior bug." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch precision warning is unrelated to a TimesFM window_size AttributeError." + "reason": "Unrelated issues: a PyTorch precision warning during bfloat16 compilation versus a TimesFM AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping bug and DiffusionGemma pipeline failure are different code paths." + "reason": "A tokenizer-mapping assumption bug and a DiffusionGemma pipeline failure are separate problems." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline fetch leakage vs. missing embed_tokens.weight during load." + "reason": "One is about unintended network access with local_files_only; the other is a missing embed_tokens.weight during UMT5Encoder loading." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer lifecycle failure vs. import conflict with datasets." + "reason": "Trainer.evaluate() failing after train is unrelated to the inability to import Trainer while datasets is installed." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Missing kwargs passthrough and auto-docstring annotation crash are unrelated." + "reason": "Different layers entirely: cached_file kwargs forwarding versus an auto_docstring crash under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention backend config bug vs. cache lazy-initialization recompilation." - }, + "reason": "Both are performance/behavior regressions, but one is attention-scaling being ignored and the other is spurious recompilation from cache initialization." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43756|issue:44485" + ], + "prepared_review_unit_hash": "a3a8ea5ca3f2673c1b8f4bcf4da6e4fa6698d84bd1ec680bb00f93459de2537e", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerged here: the soft pairs mostly link unrelated issues across different components, error classes, and model families. I would not merge any of these pairs as the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue clearly serves as a canonical duplicate target because the candidates span many unrelated problems rather than one shared defect.", + "canonical_pr_reason": "No pull requests were provided, and none can be selected as a canonical fix for this mixed set of issues.", + "best_issue_reason": "No best issue stands out as a global representative; the set is too heterogeneous to justify one canonical issue.", + "best_pr_reason": "No PR candidates are present.", + "soft_edge_verdicts": [ { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is not the same as a tensorflow_text backend mapping error." + "reason": "Python 3.14 import/load failure vs a backend-mapping ValueError for tensorflow_text; different failure modes and likely different code paths." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor loading crash and tokenizer mapping None bug do not match." + "reason": "Video-model/AutoProcessor crash without torchvision is unrelated to TOKENIZER_MAPPING_NAMES returning None during from_pretrained." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized weights and saving Pipeline objects are different features." + "reason": "Dequantized model saving failure is a model serialization bug, while Pipeline.save_pretrained concerns pipeline object persistence." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and image-specific infinite loop are unrelated." + "reason": "Saving dequantized Ministral/Devstral models and Qwen3.5 infinite-loop generation are different problems in different code paths." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline v5 error message vs. Pipeline save_pretrained support." + "reason": "pipeline() task-message mismatch is an error-message/behavior issue, not the same as saving Pipeline objects." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Precision warning and torch.compile/SDPA failure are distinct issues." + "reason": "A PyTorch precision warning during bfloat16 compilation is unrelated to Bamba-9B-v2 torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repo hygiene dummy classes vs. a noisy logging message." + "reason": "Leftover dummy classes/check_repo leak and a noisy logging message are both cleanup concerns but not the same bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 precision warning is not the same as tie_word_embeddings warning noise." + "reason": "Compile-time float32 warning for bf16 models is unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile failure are separate model-specific problems." + "reason": "xLSTM training bugs and Bamba-9B-v2 SDPA/torch.compile failure are distinct model-specific issues." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weight on load vs. save_pretrained shard-size behavior." + "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is unrelated to the default max_shard_size in save_pretrained." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support error and Python version compatibility are unrelated." + "reason": "Nemotron Flash Attention 2 support and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-related complaints in different models and subsystems." + "reason": "Flash Attention 2 support gating for Nemotron is not the same as GPT2 attention scaling being ignored by backend implementations." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as the isolated reproduction issue." + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not the same defect." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 broken and deepseek tensor transpose bug are unrelated." + "reason": "ESM2 breakage is a model-specific regression; deepseek-v4 comb.transpose behavior is a different model/math bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Config removal and a noisy log message are not the same defect." + "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are unrelated changes." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling bug and AttentionInterface.register behavior change differ." + "reason": "GPT2 attention scaling ignored by SDPA/FlashAttention is unrelated to AttentionInterface.register changing registered-function behavior." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty transcription failure is unrelated to importing Trainer." + "reason": "Whisper empty-transcription generation failure is unrelated to a Trainer import conflict with datasets." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy issue does not match the Trainer import problem." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 23, - "review_unit_index": 55, - "review_unit_count": 60, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", - "nodes": [ - "issue:36010", - "issue:36683", - "issue:38617", - "issue:42175", - "issue:42490", - "issue:42757", - "issue:42994", - "issue:43012", - "issue:43064", - "issue:43208", - "issue:43299", - "issue:43352", - "issue:43475", - "issue:43502", - "issue:43525", - "issue:43526", - "issue:43582", - "issue:43611", - "issue:43618", - "issue:43756", + "reason": "patchtsmixer post_init validation and Trainer import conflict are different problems in different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models and Qwen3.5 Moe from_pretrained errors are related only broadly to MoE, but not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are entirely different issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug is unrelated to degenerate zero loss in single-label classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow not included in a torch-only install and Trainer import failing until datasets is uninstalled are distinct dependency-resolution problems." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration export are separate import-regression issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption on nonzero ranks is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model load warning and bf16 compile precision warning are different user-facing issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "chat/completions request rejection in v5 is unrelated to Qwen2_5_VLProcessor.apply_chat_template crashing on batched padding=False input." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions no longer assigned is a model-output regression, not the GPT2 attention-scaling backend bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and API requests despite local_files_only=True are unrelated import vs networking bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and fp8 Qwen3-VL-Moe inference support are not the same concrete failure." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation are both about RoPE but describe different models and different implementation 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": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", "issue:43761", - "issue:43824", "issue:43867", + "issue:43901", "issue:43937", "issue:43976", - "issue:44038", + "issue:43992", + "issue:44075", "issue:44077", - "issue:44222", - "issue:44230", "issue:44355", - "issue:44380", "issue:44483", - "issue:44485", - "issue:44514", + "issue:44492", "issue:44625", "issue:44655", + "issue:44855", + "issue:44908", "issue:44938", + "issue:45071", "issue:45216", "issue:45276", - "issue:45478", - "issue:45479", - "issue:46050", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", "issue:46077", "issue:46082", + "issue:46202", "issue:46365", "issue:46369", "issue:46829", + "issue:46851", "issue:46877" ], "soft_pairs": [ - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:42757|issue:43824", - "issue:42490|issue:43012", - "issue:43064|issue:44380", - "issue:43208|issue:43526", - "issue:44483|issue:44514", - "issue:38617|issue:43502", - "issue:43618|issue:44380", - "issue:44038|issue:44230", "issue:42994|issue:44655", - "issue:43756|issue:44485", "issue:43618|issue:43761", "issue:43299|issue:43867", "issue:36010|issue:42757", "issue:44625|issue:46365", "issue:44355|issue:46877", "issue:43352|issue:43937", - "issue:44483|issue:46369", "issue:45276|issue:46077", + "issue:44483|issue:46369", "issue:36683|issue:43475", "issue:43611|issue:44655", - "issue:44655|issue:46050", + "issue:43901|issue:44655", "issue:43867|issue:45216", "issue:43976|issue:44938", "issue:36683|issue:44077", @@ -17025,240 +17234,253 @@ "issue:43618|issue:45216", "issue:43208|issue:46829", "issue:36683|issue:43525", - "issue:36683|issue:44625" + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561" ], - "prepared_review_unit_hash": "3cc003adb066cd59b83e67212206be233fec0a14a852669b5caee6608570bae0", + "prepared_review_unit_hash": "457c4e50866584364086c0a2c86f05e766beddfdf40b0c606f983ca8e7b93b0f", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37649, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues cluster around Transformers regressions, import/load/save failures, and model-specific bugs, but the soft pairs are not the same underlying defects. I would not merge any soft edge; issue 43611 is the best general anchor for triage.", - "confidence": 0.61, - "canonical_issue_reason": "43611 is the broadest, most central regression in the set: a generic v5 model-loading breakage tied to `base_model_prefix`, which is a better umbrella anchor than the many narrower model- or backend-specific bugs.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. There are some surface-level similarities (imports, loading, configs, saving), but none of the soft pairs look like the same underlying defect with enough certainty to merge.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the clearest broad regression in the set: a concrete v5 loading failure affecting model classes via `base_model_prefix`, and it is more representative than the narrower model-specific items.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best representative issue because it describes a clear, high-impact loading regression and is the most reusable triage anchor among otherwise unrelated bug reports.", + "best_issue_reason": "43611 is the best single issue to anchor the cluster because it is concrete, user-facing, and broadly phrased enough to represent the general v5 loading-breakage theme without being as vague as the more generic complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both are Qwen/MoE quantization-related, but one is `save_pretrained` failure and the other is `from_pretrained` loading error; different code paths." + "reason": "Both are about saving, but one is quantized model saving and the other is pipeline `save_pretrained`; different failure modes." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Completely different bugs: missing `vocab_size` on Gemma3 config vs an Apple Silicon allocator warmup `TypeError`." + "reason": "Both touch CLIP v5 outputs, but one is missing attentions and the other missing hidden states; not the same bug." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different subsystem and symptom: attention scaling under SDPA/FlashAttention vs degenerate zero loss in sequence classification." + "reason": "Both are model-loading errors, but Qwen3VL MoE loading and sorted state_dict loading are different code paths and symptoms." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both involve installation/import issues, but one is missing TensorFlow extras and the other is `Trainer` import failure due to `datasets`; not the same bug." + "reason": "Both are import errors, but they concern different symbols from different packages." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages; unrelated underlying causes." + "reason": "One is config propagation for `num_labels`; the other is an import-time Trainer failure tied to `datasets`." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Local model path slash warning and a PyTorch bfloat16 precision warning are unrelated." + "reason": "Both are import/runtime hygiene issues, but compiled Python file errors and auto-docstring stdout diagnostics are unrelated." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption is unrelated to GPT2 attention-scaling behavior." + "reason": "Flash Attention support rejection and invalid GenerationConfig are distinct failures." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Different models and failures: xLSTM training blockers vs BeitImageProcessorFast label reduction bug." + "reason": "Same model family, but resizing embeddings and causal-vs-bidirectional attention masks are different bugs." }, { "left": "issue:44483", - "right": "issue:44514", + "right": "issue:46369", "accept": false, - "reason": "Both touch request/chat handling, but one is server-side `/v1/chat/completions` acceptance and the other is processor batching with `padding=False`; not the same defect." + "reason": "Chat-completions request validation and SAM3 memory overflow are unrelated." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "An import regression for `layer_type_validation` is not the same as unwanted network requests when `local_files_only=True`." + "reason": "Different model families and different missing attributes; not the same defect." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "CLIP attentions output regression and GPT2 attention-scaling under SDPA/FlashAttention are different bugs." + "reason": "Model-loading via `base_model_prefix` and pipeline serialization are separate issues." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a v5 loading bug and the other is fp8 inference support; different changes." + "reason": "Docs mismatch for `return_all_scores` is unrelated to pipeline save failures." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both are save-related, but quantized model saving and `Pipeline.save_pretrained` failure are distinct code paths." + "reason": "A sorted-state_dict load error and a bad Qwen3.5 checkpoint save are not the same root cause." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Both mention RoPE, but Smollm3 layer-dropping and GLM-5 RoPE implementation are not the same bug." + "reason": "Both are platform-version regressions, but Python 3.9/3.10 compatibility and Python 3.14 load failure are different problems." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other loses hidden states; separate output-field bugs." + "reason": "Missing config fields for Gemma3 and unused SGD args are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both are model-loading issues, but Qwen3VL-Moe breakage and sorted-state-dict loading failure are different root causes." + "reason": "`num_labels` propagation and Gemma4 attention-mask behavior do not share a code path." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Both are import errors, but for different modules and symbols; no shared underlying fix is evident." + "reason": "Both involve model configuration, but attention-mask construction and `head_dim` validation are different changes." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and `Trainer` import failure due to `datasets` are unrelated." + "reason": "CLIP output fields and Qwen3.5 checkpoint saving are unrelated regressions." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:43208", + "right": "issue:46829", "accept": false, - "reason": "Compiled-file execution errors and import-time docstring lint output are different runtime problems." + "reason": "xLSTM training bugs and VideoPrism output-field mixup are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "FlashAttention 2 support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Both are missing config attributes, but on different model families with different semantics." }, { - "left": "issue:44483", - "right": "issue:46369", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "Chat-completions request validation and SAM3 memory overflow are unrelated." + "reason": "Gemma3 missing `vocab_size` and Qwen3.5 `num_labels` propagation are different config bugs." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention-mask construction; different bugs." + "reason": "Bart generation crash and tensor-parallel training bug are unrelated." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Gemma3 config missing `vocab_size` and SAM3 vision output missing `fpn_position_embeddings` are different model-specific attribute bugs." + "reason": "UMT5 missing `embed_tokens.weight` and Qwen3.5 MoE `from_pretrained` failure are different loading issues." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Generic loading failure from `base_model_prefix` is unrelated to saving `Pipeline` objects." + "reason": "A distributed-training optimizer-state bug is unrelated to a cache-strategy typo." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Pipeline serialization failure and sinq quantized model round-trip breakage are distinct save/load paths." + "reason": "`@torch.no_grad` decoration for cache updates and broad import errors after upgrade are different concerns." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Sorted state-dict loading failure and Qwen3.5 checkpoint corruption after `save_pretrained` are different symptoms and likely different fixes." + "reason": "Unused optimizer args and import failure when `datasets` is installed are not the same defect." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "These are both Python-version compatibility complaints, but they target different releases and failure modes." + "reason": "A scheduler keyword bug and Qwen3.5 variable-length position_ids failure are unrelated." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Gemma3 config attribute error and `patchtsmixer` optional `post_init` restriction are unrelated." + "reason": "Bart generation masking crash and tokenizer loading regression are different issues." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is unrelated to Gemma4 bidirectional-attention mask construction." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct version-breaking problems." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Gemma4 attention-mask bug and LlamaConfig `head_dim` validation are different configuration issues." + "reason": "Compiled-file import errors and a Python 3.13 `@torch.jit.script` parsing issue have different causes." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "CLIP output field regression is unrelated to Qwen3.5 saved-checkpoint corruption." + "reason": "Load failure with sorted state_dict and Gemma pipeline roundtrip failure are not the same bug." }, { - "left": "issue:43208", - "right": "issue:46829", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "xLSTM training bugs and VideoPrism output-field mixup are unrelated." + "reason": "A model config attribute bug and a distributed optimizer-state bug are unrelated." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Gemma3 missing `vocab_size` and Llama4 missing `pad_token_id` are separate config-attribute regressions." + "reason": "Sorted state_dict load errors and missing Qwen3.5 vision config fields do not share a root cause." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Both are config propagation issues, but they affect different models and different fields." + "reason": "One is missing `set_seed()` in integration tests; the other is an xdist race on a captured-info file." } ] }, @@ -17273,77 +17495,65 @@ "label": "issue", "component_index": 1, "component_count": 23, - "review_unit_index": 56, + "review_unit_index": 57, "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28282", - "issue:29870", + "issue:30333", "issue:33453", "issue:36296", - "issue:36683", "issue:41669", + "issue:42548", "issue:42890", "issue:42898", "issue:43010", - "issue:43064", + "issue:43065", + "issue:43232", "issue:43502", "issue:43575", + "issue:43576", "issue:43618", "issue:43723", + "issue:43824", "issue:43867", + "issue:43874", "issue:43976", "issue:43992", "issue:44062", - "issue:44075", "issue:44077", "issue:44112", + "issue:44222", "issue:44246", + "issue:44351", "issue:44355", "issue:44360", - "issue:44492", + "issue:44387", + "issue:44485", "issue:44556", "issue:44734", - "issue:44855", - "issue:44908", - "issue:44938", + "issue:44749", + "issue:44961", "issue:44964", - "issue:45071", - "issue:45278", - "issue:45310", + "issue:45125", "issue:45357", "issue:45375", "issue:45440", "issue:45478", - "issue:45561", "issue:45600", "issue:45850", - "issue:46202", + "issue:46132", "issue:46285", - "issue:46365", "issue:46617", "issue:46664", - "issue:46851" + "issue:46726" ], "soft_pairs": [ - "issue:29870|issue:36296", - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:44908|issue:46851", - "issue:29870|issue:33453", - "issue:44938|issue:45071", - "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:43867|issue:45375", - "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:41669|issue:44246", "issue:36296|issue:43575", @@ -17360,223 +17570,247 @@ "issue:42898|issue:46664", "issue:43502|issue:44062", "issue:44734|issue:46617", - "issue:43723|issue:44556" + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "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:43502|issue:44961" ], - "prepared_review_unit_hash": "44c6c6a6f4498a4d1bb3bc4d5ef3e68cc80994c293aca42acc924f1d08b35750", + "prepared_review_unit_hash": "3ac81f82dca4dce5370566360dcc45a434dcc9d1440aa4f576370f2c70aa85b7", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35757, - "estimated_input_tokens": 8940, - "estimated_eval_tokens": 18136 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The items are broadly heterogeneous, and every soft pair looks like a false positive rather than a true duplicate or mergeable PR overlap.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear canonical for the whole set; if one must be chosen, issue 45278 is the broadest umbrella report (upgrade-related import breakage) and the least specific representative.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best representative only because it is the most general, umbrella-style regression report among otherwise unrelated issues.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "Bart generate() mask bug and tensor-parallel training bug are different code paths and failure modes." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained loading failure." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Cache update no_grad behavior is unrelated to broad import errors after upgrade." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Unused SGD args and import failure caused by datasets are not the same underlying bug." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart decoder mask bug is not the same as a tokenizer-loading regression." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled-file import errors and a DebertaV2Model TorchScript parsing issue are distinct." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "State-dict ordering load errors and Gemma pipeline roundtrip failures are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:43064", - "accept": false, - "reason": "Missing vocab_size on Gemma3Config and FSDP2 optimizer-state bugs are different problems." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "State-dict loading order issues do not match a missing Qwen3_5MoeVisionConfig field." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Seed-related flaky model tests and pytest-xdist file races are different test failures." - }, + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of v5-era regressions, but the strongest duplicate-like subtheme is top-level import/export breakage and, secondarily, import-time performance. I only accepted pairs where the titles clearly point to the same concrete issue.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 42548 is the clearest central representative of the cluster\u2019s import/export breakage theme: a concrete, user-facing top-level import failure in transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "42548 is the best single issue anchor because it is specific, broadly relevant, and closest to the recurring class of import regressions present in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache update decoration and generic post-5.0 model breakage are not the same bug." + "reason": "Both are broad complaints about v5, but they describe different problems: cache update no_grad semantics vs general model breakage." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Removing import * for startup cost and intermittent slow import reports are not one concrete fix." + "accept": true, + "reason": "Both point to the same underlying problem: transformers import is slow, likely from wildcard imports in models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and OOM when loading a huge model are different issues." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a specific model." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad decoration is unrelated to Python version compatibility failure." + "reason": "Unrelated issues: torch.no_grad on cache updates vs Python version compatibility." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated model changes." + "reason": "Different models and different bugs; no shared concrete code path." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder weight-loading and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." + "reason": "Both are model loading errors, but they involve different models and different failure modes." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are different directions and different causes." + "reason": "One is a generic load failure, the other is incorrect save_pretrained keys for Qwen3.5; not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error is not a tokenizer-loading regression." + "reason": "ImportError for missing PyTorch is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text-model structure divergence are separate API issues." + "reason": "Both are CLIP-related, but one is an attentions regression and the other is a structure inconsistency." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Completely different topics: DSA indexer activation vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-based flaky tests and Phi-4 multimodal loading failure are unrelated." + "reason": "Test flakiness from missing set_seed is unrelated to a model-loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "A seed flake and a GraniteSpeech CI stale-device-override failure are different test problems." + "reason": "Both are test-related, but they target different test failures and different root causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed stability and broken auto_mappings references are not the same issue." + "reason": "Unrelated: a flaky SAM HQ integration test vs broken auto_mappings references." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization_spaces behavior and SmolVLM num_frames semantics are unrelated." + "reason": "Tokenizer cleanup behavior and video num_frames semantics are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only still making API requests and AddedToken special-arg duplication are different tokenizer/load bugs." + "reason": "Different bugs: offline API requests vs AddedToken keyword argument conflict." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "One is a server KV-cache indexing crash, the other a cache FileNotFoundError; not the same issue." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "AutoTokenizer loading regression and checkpoint reload failure after upgrade are different concrete problems." + "reason": "Both concern loading after v5, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to merge." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tp plan are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory growth and checkpoint reload failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures with different causes and targets." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading behavior and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env breakage and attention registration behavior are distinct changes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No meaningful duplication: cache update semantics vs a dummy Conv2d implementation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE tensor-parallel loading problem, with 45478 sounding like the user-facing manifestation of the missing tp plan." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and post-upgrade filtering slowdown are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is tensor-parallel setup and the other is a missing config field during save/load." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different processor bugs: video frame semantics vs missing image processor backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs with no shared concrete failure mode." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relationship between offline file loading and the unrelated 'racoon' issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The two accepted soft pairs are plausible from the titles alone, and the rejected pairs avoid over-merging issues with different concrete failure modes. The choice of 42548 as the anchor is defensible for the import/export breakage subtheme." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17584,14 +17818,14 @@ "label": "issue", "component_index": 1, "component_count": 23, - "review_unit_index": 57, + "review_unit_index": 58, "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:29870", "issue:30333", @@ -17604,59 +17838,45 @@ "issue:41628", "issue:42548", "issue:42757", - "issue:43010", - "issue:43065", - "issue:43232", "issue:43299", "issue:43475", "issue:43502", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", - "issue:43874", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", + "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44387", + "issue:44393", "issue:44485", + "issue:44492", "issue:44556", - "issue:44749", + "issue:44623", "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", "issue:45125", - "issue:45375", + "issue:45230", + "issue:45362", "issue:45468", - "issue:45478", - "issue:46132", + "issue:45542", + "issue:45850", "issue:46143", "issue:46144", "issue:46209", "issue:46617", - "issue:46664", - "issue:46726" + "issue:46664" ], "soft_pairs": [ - "issue:44222|issue:45125", - "issue:44387|issue:44556", - "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:43010|issue:43065", - "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:43502|issue:44961", "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:43827|issue:44961", @@ -17681,276 +17901,242 @@ "issue:44222|issue:44230", "issue:44315|issue:46209", "issue:41628|issue:42548", - "issue:44485|issue:46664" + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071" ], - "prepared_review_unit_hash": "a1ed0e0743a2cba3feff26c64d5f7871b9749f4cc3ab76dfb3c4f622388381d9", + "prepared_review_unit_hash": "46519470211342ea4ac63d6c8dc15d95cb4669e4e4fd1f54d359ab283dbc1466", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38593, - "estimated_input_tokens": 9649, - "estimated_eval_tokens": 19554 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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": "This is a heterogeneous cluster of mostly unrelated Transformers issues (imports, loading, docs, quantization, multimodal, training, generation). The soft pairs look like superficial title matches only, not the same underlying bug or change, so none should be deduplicated or merged.", - "confidence": 0.96, - "canonical_issue_reason": "No single true duplicate stands out in this cluster; if a representative anchor is needed, issue:43824 is the strongest candidate because it describes a concrete, user-facing import regression with clearer scope than the mostly generic 'loading/import/error' reports.", + "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading regressions, imports, or model-specific bugs. I rejected all soft edges because none look like the same concrete defect or change.", + "confidence": 0.59, + "canonical_issue_reason": "Most broadly scoped, concrete loading regression with a clear version boundary and user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best global issue anchor: it is specific, reproducible, and has stronger discussion/reference signal than the other items, while still representing a clear Transformers regression.", + "best_issue_reason": "Strongest representative issue here because it is specific, reproducible, and captures the common version-upgrade loading failure theme.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "Different problems: FP8 save_pretrained vs missing tensor-parallel plan for Qwen3.5 MoE." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after version upgrade." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Both are import/cache related at a high level, but one is a missing model symbol and the other is a FileNotFoundError while loading trust_remote_code from cache." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "One is unintended network access with local_files_only; the other is a GLM-5 RoPE implementation issue." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "GLM46V token counting bug vs trust_remote_code cache FileNotFoundError are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken env command vs attention registration behavior change; different surfaces and code paths." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update no_grad decoration vs dummy Conv2d in Sam3PixelDecoder are unrelated model internals." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained loading error; not the same concrete bug." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow job status reporting vs tokenizer loading regression are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors vs slower filtering after upgrade are different issues." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "PreTrainedModel import failure and HybridCache import failure are separate missing-export problems." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Tensor-parallel plan missing vs config field dropped by strict validation are different bugs." - }, - { - "left": "issue:46664", - "right": "issue:46726", - "accept": false, - "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing messaging are unrelated multimodal issues." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Cache no_grad decoration and generation kwargs sync after sync_gpus are distinct generation/runtime bugs." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "Local-files-only network leak vs unrelated placeholder issue 'racoon'." - }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward are different kinds of issues." + "reason": "SentenceTransformers loading hang vs documentation confusion in model.forward; unrelated symptom and subsystem." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network request despite local_files_only is unrelated to FP8 save_pretrained behavior." + "reason": "Local-files-only network leakage vs FP8 save_pretrained behavior; different code paths." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() after removals vs unrelated placeholder issue." + "reason": "Pipeline-removal docs issue vs unrelated placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting bug and tensor parallel training bug are unrelated." + "reason": "MLflow reporting after failed training vs tensor-parallel training bug; no shared concrete defect." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading break in dev0 vs v4.57 checkpoint reload failure after upgrade are not the same code-path." + "reason": "Both are loading regressions, but one is Qwen3VL-Moe-specific while the other is a broad checkpoint reload regression; not the same bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generation UnboundLocalError vs documentation confusion are unrelated generation/docs issues." + "reason": "Generation UnboundLocalError vs documentation ambiguity; unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file loading errors vs PreTrainedConfig type checking regression are different failures." + "reason": "Compiled Python file errors vs PreTrainedConfig typing regression; different failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading break may both be loading-related, but they affect different models and likely different root causes." + "reason": "Both are loading regressions, but tokenizer-loading regression and Llama 3.2 vision model-loading breakage are distinct." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Offline-mode import error from huggingface_hub vs broken env command are unrelated." + "reason": "Hub import error vs broken env CLI; different APIs and root causes." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command vs config type checking regression are different areas and bugs." + "reason": "CLI/env command breakage vs type-checking regression; not the same change." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied with model_init vs DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel/model_init application vs DSA indexer ReLU discussion; unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in forward signature vs missing layer_type_validation import are unrelated." + "reason": "Docs confusion in forward signature vs missing import symbol; no shared code path." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2_5_VL import are both v5-facing but distinct features and failure modes." + "reason": "Broken env command vs missing Qwen2_5_VL import; different package export issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug are unrelated." + "reason": "Placeholder issue vs Gemma4 audio positional encoding bug; unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs placeholder issue are unrelated." + "reason": "RoPE implementation discussion vs unrelated placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache export vs cache FileNotFoundError are both import/load related but not the same defect." + "reason": "Missing HybridCache import vs FileNotFoundError for trust_remote_code cache loading; both load-related but different defects." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI/env issue vs Python 3.14 import failure; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs mentioning return_all_scores; different domains." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs propagation and the other attention interface architecture; not a single concrete fix." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video encoder attribute error vs trust_remote_code cache FileNotFoundError; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init/Liger Kernel issue vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import error vs PreTrainedModel import error; separate export regressions." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "inverse_sqrt scheduler kwargs bug vs placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated model areas." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Broken env command vs Python 3.14 loading failure are different concerns." + "reason": "chunked_prefill cache bug vs cache-strategy typo; not same underlying issue." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Tensor parallel training bug vs TextClassificationPipeline docs mismatch are unrelated." + "reason": "Qwen3.5 chat crash vs broad 'v5 breaks too many models' complaint; too vague to merge." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Missing kwargs passthrough in RoFormer methods vs RoFormer attention interface usage are related only by model family, not the same bug." + "reason": "lazy loading bug vs TensorBoard/TensorFlow backend error; unrelated." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError are unrelated." + "reason": "missing files on processor.save_pretrained vs empty bug report; no evidence of same defect." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request are distinct train/save vs infer concerns." + "reason": "DSA ReLU discussion vs video num_frames semantics; unrelated." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Liger Kernel application bug vs FP8 inference failure on B200 are different runtime issues." + "reason": "Qwen3-VL-Moe loading bug vs missing _tp_plan for tensor parallelism; distinct issues." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing-export problems." + "reason": "lazy loading bug vs unsafe sys.modules access; different code paths." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "GLM-5 RoPE implementation bug vs SmolVLM num_frames inconsistency are unrelated multimodal/model issues." + "reason": "Qwen3-VL bounding box output bug vs PreTrainedConfig type checking regression; unrelated." } ] }, @@ -17965,28 +18151,30 @@ "label": "issue", "component_index": 1, "component_count": 23, - "review_unit_index": 58, + "review_unit_index": 59, "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:31795", "issue:33453", + "issue:34689", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", + "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43704", "issue:43976", - "issue:44038", "issue:44077", "issue:44230", "issue:44246", @@ -17997,40 +18185,31 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", - "issue:44623", + "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:45003", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45278", + "issue:45310", "issue:45341", - "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", - "issue:46664" + "issue:46655", + "issue:46894" ], "soft_pairs": [ - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44273|issue:45542", - "issue:44623|issue:45230", - "issue:44360|issue:46664", - "issue:44038|issue:45125", - "issue:44273|issue:45003", - "issue:44393|issue:45071", "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:41669|issue:43673", @@ -18062,283 +18241,284 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:44360|issue:45468" + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689" ], - "prepared_review_unit_hash": "3d51e16613e1609e6384135cdaa427b04480cef22720c06d77cf4ac4a6cce252", + "prepared_review_unit_hash": "2773e47550ef21c190e4535990d8f61d327d596f2228c969d3afcf4f7893ac79", "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38523, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39690, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical grouping of distinct Transformers v5 regressions, model-specific failures, and import/loading issues. I don\u2019t see any soft pair that clearly describes the same concrete bug or change; a borderline checkpoint-compatibility pair still looks too different to merge.", - "confidence": 0.88, - "canonical_issue_reason": "If a single issue must anchor the cluster, 45850 is the broadest umbrella report of v5 breakage. It is still too vague to be a true duplicate canonical.", + "summary": "This cluster is mostly loose v5-era breakage and import/load regressions, with a few genuinely related loading/import-lazy-loading pairs; most soft links are too broad to merge.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the clearest broad umbrella report here: concrete upgrade breakage from 4.57.0 to 5.5.0 with many import failures, making it a better cluster anchor than the vaguer or highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45850 best matches the cluster theme at a high level because it summarizes widespread v5 regressions, but it is not precise enough for strict deduplication.", + "best_issue_reason": "issue:45278 is the best single issue to surface because it is concrete, version-specific, and representative of the larger v5 compatibility theme without being as vague as issue:45850.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Both mention cache-related areas, but one is a generation/chunked-prefill cache bug and the other is a cache-strategy typo; different bugs." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "One is a Qwen3.5 chat crash; the other is a broad complaint that many models break in v5. Not the same concrete failure." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading and TensorFlow backend installation are unrelated failure modes." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "A specific processor save_pretrained file bug vs a generic bug report title with no evidence of the same code path." - }, - { - "left": "issue:44360", - "right": "issue:46664", - "accept": false, - "reason": "DSA/ReLU discussion and SmolVLM video num_frames semantics are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Same model family, but one is a general bug and the other is a missing tensor-parallel plan; different concrete problems." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Both touch loading/import internals, but one is lazy loading behavior and the other is unsafe sys.modules access; not the same bug." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression are different paths." - }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is bbox output hallucination and the other is an infinite-loop issue on a specific image." + "reason": "Same model family, but different concrete failures: bbox output issues vs an infinite loop on one image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility." + "reason": "Unrelated surfaces: the v5 env CLI vs checkpoint reload compatibility after upgrade." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance issue vs missing GenerationMixin cache during chunked prefill; different symptoms and fixes." + "reason": "Import-time cleanup/performance regression is not the same bug as missing GenerationMixin cache in chunked prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific Llama4 config AttributeError vs a broad report that many models break in v5." + "reason": "A missing config attribute for Llama4 is a specific model bug, not the same underlying problem as a broad 'v5 breaks too many models' report." }, { "left": "issue:44556", "right": "issue:45092", - "accept": false, - "reason": "Both concern loading older checkpoints under v5, but one is a generic reload failure and the other is a remote-code/meta-initialization incompatibility; too different to treat as the same bug." + "accept": true, + "reason": "Both describe v5-era checkpoint loading incompatibility tied to initialization/loading behavior, and could plausibly be fixed by the same code path." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_id regression vs a broad v5 breakage report." + "reason": "StableLm pad_token_idx regression is a distinct model config issue, not the same as the generic v5 breakage complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a generic v5 regression cluster." + "reason": "A cache-strategy typo is not the same underlying bug as broad version-wide breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade are broader than the vague v5 breakage complaint, but not the same concrete issue." + "reason": "Both are broad upgrade complaints, but they do not identify the same concrete failure or fixable code path." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion-script question." + "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5, the other asks about a weight conversion script for DeepSeekV4; different changes." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning vs cache-strategy typo; unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star slowdown and inability to import a specific module are not the same underlying bug." + "reason": "Import surface/performance changes are not the same as failing to import Qwen3_5ForCausalLM." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type mismatch warning vs Liger Kernel not applied with model_init; different code paths." + "reason": "Model-type mismatch warning vs Liger kernel application under model_init are different problems." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds vs scheduler kwargs being ignored." + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Import-time performance complaint vs functional lazy-loading bug; related theme, different bug." + "accept": true, + "reason": "Both point to lazy-loading/import-path behavior being broken or ineffective, which plausibly explains the import slowdown and functional lazy-loading issue." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "transformers env command regression vs inverse_sqrt scheduler kwargs handling; unrelated." + "reason": "The env command and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for Nemotron vs Qwen3-VL bbox output issue." + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucination." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility regression vs model hallucination/output bug; not the same." + "reason": "Python version compatibility is unrelated to Qwen3-VL output errors." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; different areas." + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access bug vs generic bug report." + "reason": "A position_ids buffer read error is not the same as a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs generic bug report." + "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug, not the generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; both involve kwargs, but not the same bug." + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are different code paths." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache typo vs SequenceFeatureExtractor.pad conversion inefficiency; unrelated." + "reason": "A typo in cache-strategy text is unrelated to SequenceFeatureExtractor.pad performance." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance issue vs missing HybridCache import; both import-related but not the same bug." + "reason": "Broad import-time cleanup and a HybridCache import failure are different import regressions." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Large import slowdown vs a small testing_utils bug." + "reason": "Import-surface refactoring is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python 3.9+ incompatibility vs a broad claim that v5 breaks many models." + "reason": "Python support/version constraints are not the same as generic model breakage." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-related failures: bbox output vs from_pretrained error on Qwen3.5 Moe." + "reason": "Different Qwen3.5-related failures: hallucination/error on a specific output vs from_pretrained error." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support bug vs missing Qwen3_5ForCausalLM import." + "reason": "Python version compatibility is unrelated to a specific missing module import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy issue vs tied-weight-key AttributeError; different implementations." + "reason": "A post_init policy issue is not the same bug as tied-weight key handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward inputs vs tokenizer loading regression." + "reason": "Documentation confusion and tokenizer loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "transformers env command breakage vs lazy loading malfunction; same general area, different issue." + "reason": "The env CLI bug does not match the lazy-loading bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in model_init vs flash_attention_3 training degeneration; different model behavior." + "reason": "Liger-kernel application under model_init and flash_attention_3 training degeneration are different problems." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion vs Gemma-4 audio positional encoding bug; unrelated." + "reason": "DSA indexer/ReLU discussion and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug-report framing is not enough to treat this as the same issue as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access is not the same as the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not the same as the generic bug report." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training loss shifting are unrelated model bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor related, but timestamp calculation and padding calculation are different concrete bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and scheduler kwargs handling are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. issue:45278 is a reasonable cluster anchor because it is the clearest concrete v5 upgrade regression in the packet. The rejected links stay conservative, and the two accepted links are appropriately hedged as plausible same-path loading/lazy-loading regressions rather than asserted as certain duplicates. No major overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18346,51 +18526,51 @@ "label": "issue", "component_index": 1, "component_count": 23, - "review_unit_index": 59, + "review_unit_index": 60, "review_unit_count": 60, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", + "cluster_id": "cluster-10000-500", "nodes": [ "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", - "issue:34689", "issue:36296", + "issue:37934", "issue:38617", - "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", + "issue:43240", "issue:43298", "issue:43352", "issue:43502", "issue:43519", "issue:43525", "issue:43572", - "issue:43576", - "issue:43606", "issue:43618", + "issue:43668", "issue:43704", "issue:43717", + "issue:43813", + "issue:44031", "issue:44230", + "issue:44261", "issue:44263", - "issue:44273", "issue:44351", "issue:44485", "issue:44492", "issue:44623", - "issue:44655", "issue:44861", "issue:44908", "issue:44938", "issue:44998", - "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18400,21 +18580,9 @@ "issue:46095", "issue:46144", "issue:46172", - "issue:46218", - "issue:46655", - "issue:46894" + "issue:46218" ], "soft_pairs": [ - "issue:43519|issue:46655", - "issue:44273|issue:44908", - "issue:44655|issue:44861", - "issue:43576|issue:46218", - "issue:45230|issue:45310", - "issue:43519|issue:44485", - "issue:45468|issue:46894", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", "issue:46018|issue:46172", "issue:43704|issue:44485", "issue:44485|issue:45468", @@ -18423,7 +18591,7 @@ "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", - "issue:43606|issue:45468", + "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", "issue:44351|issue:46218", @@ -18442,287 +18610,238 @@ "issue:28348|issue:43352", "issue:44230|issue:44623", "issue:29870|issue:31515", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:43298|issue:44230", - "issue:43717|issue:46144" - ], - "prepared_review_unit_hash": "57a8eee018a7e02ea1606ca940304f695b285e4c019848e39bd761718b6ca69f", - "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39654, - "estimated_input_tokens": 9914, - "estimated_eval_tokens": 20084 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This set is mostly a loose collection of unrelated Transformers bug reports and regressions, with only weak text similarity between many pairs. No soft edge looks safe to merge as a duplicate/change-equivalent match.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set ('Since 5.0 version it breaks too many models'), so it is the closest thing to a cluster representative for the many v5-regression/loading complaints.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best overall issue representative here because it is general enough to absorb nearby regression reports, even though it is too vague for precise triage.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Different bugs in different processors: Qwen3VL timestamp calculation vs SmolVLM video padding. Similar wording, but not the same code-path problem." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs bug are unrelated subsystems." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Saving Pipeline objects vs _get_tied_weight_keys AttributeError are distinct save-path issues." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken `transformers env` command and Qwen3_5 import failure are different failures, not one concrete bug." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; too little evidence of the same underlying defect." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Timestamp math in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model-specific bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Qwen3VL processor timestamp bug and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star performance cleanup is not the same as a VRAM leak in Qwen3ForCausalLM." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation confusion about inputs/past_key_values is not the same as Llama 3.2 Vision model-loading breakage." - }, + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "8037d579e2ef110d7c11d82c927e1dc8e2c1375f023d687fc6cc91a82282b607", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 44, + "serialized_chars": 38878, + "estimated_input_tokens": 9720, + "estimated_eval_tokens": 19696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains unrelated model-specific regressions, import/load failures, and tokenizer/v5 complaints. None of the soft-edge pairs look like true duplicates; they are mostly same-subsystem or same-version similarity rather than the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45850 is the closest umbrella representative because it captures the shared \"5.0 breaks many models\" theme that recurs across several nearby reports, even though the set is not a clean duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best single representative of the cluster because it is broad enough to summarize the common v5-regression theme without pretending the narrower reports are the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating behavior and a DeepSeek-v4 tensor/dtype transpose issue are different concrete bugs." + "reason": "Same model family, but different concrete failures: shared-expert gating vs a dtype/transpose bug in DeepSeek-V4." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + "reason": "Both are model implementation bugs, but VRAM leakage in Qwen3 is unrelated to GLM-5 RoPE logic." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." + "reason": "Different models and different code paths: GLM-5 RoPE implementation versus Gemma-4 audio positional encoding." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration guidance is unrelated to a model VRAM leak." + "reason": "TF32 API settings and a Qwen3 VRAM leak are unrelated issues." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Accidental network calls with `local_files_only=True` and Qwen3VL timestamp calculation are different bugs." + "reason": "Both are runtime bugs, but local_files_only network leakage and Qwen3VL timestamp calculation are separate defects." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad 'v5 breaks many models' complaint is not the same as a specific Qwen3_5 import/module failure." + "reason": "One is a broad version-5 breakage complaint; the other is a specific import failure for Qwen3_5ForCausalLM." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and missing processor save files are different parts of the API." + "reason": "Processor timestamp math and save_pretrained missing files are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "Torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43606", + "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for suno/bark-small is unrelated to Gemma-4 audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue is not the same bug as Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is not the same as a DeepSeek-V4 weight-conversion question." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are unrelated feature requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp calculation and Qwen3ForCausalLM VRAM leakage are distinct issues." + "reason": "Qwen3VL timestamp calculation and Qwen3 VRAM leakage are different bugs in different paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are both import errors, but for different symbols and likely different fixes." + "reason": "Both are import errors, but they affect different modules/models and are not the same missing-symbol problem." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and Qwen3_5 import failure are unrelated." + "reason": "Flash Attention 2.0 support for NemotronH and a Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related, but one is a broad v4-v5 behavior difference while the other is a specific wrong decoder type in v5; not enough to treat as the same bug." + "reason": "Both mention tokenizer v5 regressions, but one is a broad behavior change and the other is a decoder-type mismatch; not enough to call them the same bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 Flash Attention 2.0 support and a generic Flash Attention 2.0 request are too broad to call the same underlying change." + "reason": "GPT2-specific Flash Attention 2.0 support is narrower than the generic Flash Attention 2.0 request and does not clearly describe the same defect." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and a spammy 'Unemployment' issue are clearly unrelated." + "reason": "Scheduler kwargs handling and an unrelated placeholder issue title are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo and unrelated spam title are not duplicates." + "reason": "A cache-strategy typo is unrelated to the placeholder/unemployment title." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment bug and unrelated spam title are not duplicates." + "reason": "CLIPOutput attentions assignment regression is unrelated to the placeholder title." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Spam/non-technical issue versus a broad v5 regression report." + "reason": "The placeholder title is not the same as the broad v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import/load failure and unrelated spam title are not duplicates." + "reason": "Python 3.14 loading failure is unrelated to the placeholder title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling crash and assistant tool-call chat template crash are different code paths." + "reason": "A tied-weights helper crash and a chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + "reason": "Checkpoint load slowness and a missing import symbol are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update is not the same as tied-weight key list handling." + "reason": "Missing pad_token_idx and tied-weights helper crashes are different issues." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id and tied-weight key processing are different bugs." + "reason": "Llama4Config pad_token_id absence is not the same as the tied-weights list crash." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but GPT2 support and Nemotron support are different model-specific feature requests." + "reason": "Both concern Flash Attention 2.0, but they target different models and different support gaps." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor save files are unrelated." + "reason": "FP8 inference support and missing processor save files are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder_attention_mask bug and slow checkpoint loading are different problems." + "reason": "BART generate() decoder_attention_mask bug and checkpoint loading slowness are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to checkpoint loading performance." + "reason": "MLFlow finalization on failure and checkpoint load slowness are separate problems." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow from_pretrained loading and tensor-parallel training bug are different issues." + "reason": "from_pretrained slowness and tensor-parallel training bugs do not share the same concrete failure." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowness and forward API documentation confusion are not the same underlying bug." + "reason": "Loading checkpoint slowness and documentation confusion are different kinds of issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request and from_pretrained error in Qwen3.5 MoE are different scope and code-paths." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:43298", @@ -18734,146 +18853,73 @@ "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated model implementation issues." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 23, - "review_unit_index": 60, - "review_unit_count": 60, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-499", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43813", - "issue:44031", - "issue:46018", - "issue:46144" - ], - "soft_pairs": [ - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "38d796a90f082d97e3144e82978d6735eefe9d194a55e55c30a3e889d4848470", - "component_budget": { - "node_count": 499, - "item_count": 499, - "soft_pair_count": 1834, - "serialized_chars": 951553, - "estimated_input_tokens": 237889, - "estimated_eval_tokens": 476034 - }, - "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7774, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The issues in this cluster are heterogeneous and do not describe the same underlying bug or change. They span unrelated model-specific bugs, a config type hint typo, a tokenizer warning regression, and an attention-interface implementation concern. No soft duplicate pairs should be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43240 is the most broadly phrased concrete bug report in the set, but the cluster is still too diverse for a true duplicate canonical. It is only a weak representative, not a real duplicate anchor.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the best overall representative because it describes a clear runtime behavior bug rather than a typo or type-hint issue, but it still does not match the other issues closely enough to serve as a true cluster canonical.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated architecture issues." + }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different model bugs: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating. Same broad theme of model implementation, but not the same code path or fix." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating are unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint error in ModernBERTConfig is unrelated to tokenizer regex warning behavior after 4.57.3." + "reason": "A config type-hint bug and a tokenizer regex warning are different defects." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both are runtime bugs, but they affect different models and different mechanisms: ignore_value usage vs loss kwargs forwarding." + "reason": "Ignore_value not used and kwargs not passed to loss calculation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention-interface usage are separate implementation problems in different subsystems." + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex warnings." + "reason": "Mask2Former ignore_value handling is unrelated to the tokenizer regex warning." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model-specific bugs with no shared concrete code path." + "reason": "Mask2Former ignore_value handling and RoFormer attention interface usage are different bugs." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value bug and a typo in quantization_operation are not the same issue." + "reason": "Mask2Former ignore_value handling is unrelated to the quantization-operation typo." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to loss calculation is unrelated to a config type-hint correction." + "reason": "Passing kwargs to loss calculation and a ModernBERT type-hint mistake are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but one is a type hint and the other is a typo in a symbol name; not the same bug." + "reason": "ModernBERT norm_eps typing and the quantization-operation typo are separate issues." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question is unrelated to a ModernBERTConfig type-hint issue." + "reason": "Llama4TextL2Norm normalization semantics and a ModernBERT type-hint error are not the same bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value behavior and ModernBERTConfig norm_eps typing are unrelated." + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." } ] }, @@ -18906,52 +18952,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "11079ae88218d30cbd0afa145f9501533f63d3bd60594738586d7ee854c7b9dd", + "prepared_review_unit_hash": "cda7107b460078b8f23b0f480d4528f6659ad7065e46b168bccf65b1cecb0562", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one request is about truncation direction in tokenization, one is about ReduceLROnPlateau-style scheduler behavior, and one is about extracting word time offsets from Wav2Vec2. They touch different features and code paths.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the three issues describe unrelated feature requests in different subsystems.", + "summary": "This cluster is a false positive: the three issues cover unrelated feature requests in different parts of the project, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: issue #10519 (truncation direction), #11005 (ReduceLROnPlateau-like functionality), and #11307 (Wav2Vec2 word time offsets) are unrelated topics.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a better representative of the others because they are not the same underlying problem.", + "best_issue_reason": "No single issue is a good canonical representative because the cluster is not a duplicate set; the overlap is only superficial wording similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and requests: token truncation option vs Wav2Vec2 word boundary timing." + "reason": "Different feature areas and code paths: token truncation behavior vs word boundary timing in Wav2Vec2. No evidence they describe the same bug/change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: truncation behavior vs learning-rate scheduler functionality." + "reason": "Unrelated requests: truncation option vs learning-rate scheduler functionality. Similarity is lexical only." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different concrete problems in separate areas: scheduler behavior vs audio/word offset extraction." + "reason": "Different domains and expected fixes: scheduler behavior vs audio model timestamp extraction. Not the same underlying issue." } ] }, @@ -18983,7 +19029,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "9215ab9e898929a57484fde0c0cba0692f299ea01d8a374d62f1625c8382d365", + "prepared_review_unit_hash": "5e9226a192edcf741df924ac88eb0e35d80da688ecd3818247962478f2f56bf0", "component_budget": { "node_count": 3, "item_count": 3, @@ -19005,24 +19051,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates. #13244 is about Tapas tokenization parity with TensorFlow code, #15980 is about an incorrect error message when unauthenticated users try to download a private model, and #16618 is a general model-loading failure for bert-base-uncased. The only loose overlap is that #15980 and #16618 both touch model download/loading UX, but they describe different failures.", - "confidence": 0.93, - "canonical_issue_reason": "#16618 is the broadest and most central of the three, but it still represents a distinct problem rather than the same bug as the others. #13244 and #15980 are clearly separate topics.", + "summary": "These are three separate issue reports: one about Tapas tokenization mismatch, one about a bad auth-related download error message, and one about a generic model-loading failure. They do not look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three because it concerns a core model-loading failure, whereas #15980 is specifically about an unauthenticated private-model download error message and #13244 is about Tapas tokenization behavior.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative of the cluster only in the sense that it is the most general model-loading report; however, it should not be treated as a duplicate of the other two issues.", + "best_issue_reason": "#16618 is the best umbrella issue for the cluster since it captures the general 'can't load model' symptom. #15980 is narrower and more about error handling/message quality, and #13244 is unrelated to model loading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying bug areas: tokenization parity for Tapas versus a model-loading failure for bert-base-uncased. No indication they describe the same code-path problem." + "reason": "Different subsystems and failure modes: Tapas tokenization behavior versus generic model loading. No indication they describe the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both concern model access/loading, but one is specifically about an unauthenticated private-model download error message while the other is a generic failure to load a public model. Related subsystem, not the same bug." + "reason": "Both involve model access/loading, but #15980 is specifically about the error shown when downloading a private model while logged out, not the same concrete failure as the generic inability to load bert-base-uncased." } ] }, @@ -19052,12 +19098,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a455a85c3102059a432e863d8932909bb7ecce6ac5f42b3280253f93474f469c", + "prepared_review_unit_hash": "59e647f1ca3432f99d82f752c795a9fb249837582471165213199f1d12293f43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19065,7 +19111,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19074,18 +19120,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate enhancement requests: one for adding Flash Attention 2 support to more architectures, and one for adding GGUF support to more architectures. They are only loosely related as community contribution topics, not the same underlying change.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They overlap only in being broad architecture-support proposals, not in the underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and different code paths.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a duplicate candidate for the other; both should remain separate tracking items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests and likely different code paths: Flash Attention 2 support vs GGUF support. They share a broad architecture-support theme but are not the same bug/change." + "reason": "Different requested capabilities (Flash Attention 2 vs GGUF) and no shared concrete bug or implementation path." } ] }, @@ -19144,12 +19190,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "3f6ae34f4580cfac393503352bc64eaf4e6f9fceae31994153b9e418f243294a", + "prepared_review_unit_hash": "08185f0eea802173391c3b7133dafab89fa4cf186e12536ea6d8aac1974f727a", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, + "serialized_chars": 13527, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -19157,7 +19203,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, + "serialized_chars": 13527, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -19166,162 +19212,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: several issues are distinct language-specific translation requests, while a small subset are near-identical duplicate copies of a generic translation template, plus one exact duplicate Thai pair. Only the exact/near-exact copies should be merged together.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43834 is the earliest of the generic template-style duplicates and is the cleanest representative for that duplicate subset.", + "summary": "The cluster is mostly a mix of separate i18n translation-request issues for different languages, but there are two exact-duplicate subgroups: the placeholder-title issues (43834/44365/44370) and the Thai-title pair (46222/46226).", + "confidence": 0.84, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the exact duplicate placeholder-title subgroup: it is the earliest of the three and has two near-identical matching peers.", "canonical_pr_reason": null, - "best_issue_reason": "As a cluster representative, issue:43834 is the best anchor because it is an early, centrally duplicated template issue; however, the broader cluster also contains separate language-specific requests that should not be collapsed into it.", + "best_issue_reason": "issue:43834 is the strongest global issue anchor because it belongs to the largest exact-duplicate subgroup in this cluster; the other language-specific translation requests are distinct topics.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request vs. generic template issue; similarity is boilerplate-only." + "reason": "Different language-specific translation requests; same broad i18n theme is not enough to treat them as duplicates." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation request vs. generic template issue; not the same underlying issue." + "reason": "Different language-specific translation requests; only the boilerplate/template looks similar." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish docs translation request is distinct from the generic template issue." + "reason": "Turkish translation request vs generic placeholder request; not the same concrete issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Turkish vs Romanian); same broad subsystem, but not the same issue." + "reason": "Different target languages (Turkish vs Romanian), so these are separate requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages and distinct translation requests; not duplicates." + "reason": "Turkish vs Spanish translation request; same subsystem, different issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish docs translation request is distinct from the generic template issue." + "reason": "Spanish translation request vs generic placeholder request; not the same underlying task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs. generic template issue; insufficient evidence of the same underlying request." + "reason": "Spanish request and placeholder-title issue are not the same concrete translation task." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Spanish vs Romanian); not the same underlying issue." + "reason": "Different languages (Spanish vs Romanian); these are distinct requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request vs. generic template issue; likely separate issues." + "reason": "Spanish request vs placeholder-title issue; similarity is only at the template level." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request is not the same as the generic template duplicate set." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian-specific request is not a duplicate of the generic template issue." + "reason": "Romanian request vs placeholder-title issue; not the same specific change." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request and the template issue are not the same underlying change." + "reason": "Romanian translation request and generic placeholder request are different issue texts/tasks." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different content and likely different request; similarity appears superficial." + "reason": "Romanian translation request vs Thai-titled request; different languages, different issues." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different content and likely different request; not enough to merge." + "reason": "Romanian translation request vs Thai-titled request; not duplicates." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Both are the same generic translation-template issue with no distinguishing details." + "reason": "Same generic placeholder title and near-identical issue metadata/body shape; likely the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical template issue; no evidence of separate underlying request." + "reason": "Same placeholder-title translation request; appears to be an exact duplicate of the same issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different titles/content; the Thai issue is not the same as the generic template issue." + "reason": "Placeholder-title issue vs Thai-titled issue; these are not the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles/content; not the same underlying issue." + "reason": "Placeholder-title issue vs Thai-titled issue; only superficial similarity." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "These are effectively the same template issue and can be treated as duplicates." + "reason": "Same exact placeholder title and very similar metadata; this looks like a duplicate submission." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different content and likely different request; no concrete duplicate evidence." + "reason": "Different titles and likely different language requests; not the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different content and likely different request; not a duplicate." + "reason": "Placeholder-title issue vs Thai-titled issue; not a duplicate pair." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different content; superficial similarity only." + "reason": "Different language/request text; no evidence they describe the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different content; superficial similarity only." + "reason": "Placeholder-title issue vs Thai-titled issue; different requests." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai title/body pattern; this is a straightforward duplicate pair." + "reason": "Same Thai title and matching metadata/body shape; these appear to be duplicate issues for the same request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate language-specific requests, while 43834/44365/44370 share the same generic template title and the Thai pair is the only exact duplicate pair indicated by the similarity metrics. The soft-edge rejections are appropriately conservative given the differing titles and lack of explicit linkage." + "feedback": "The summary is grounded in the packet: the duplicate claims are supported by identical titles, near-identical body lengths, and very high soft-similarity scores, and the rejected cross-language pairs are handled conservatively. No clear overstatement beyond what the metadata supports." }, "evaluator_used": true, "retried": false, @@ -19402,7 +19448,7 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "c29307df6d2f7e2d86b411ecd9a55adb1a990690258b671a8a2f302a0d72c502", + "prepared_review_unit_hash": "988ac2365026ccf38a8ec47682c6c7af167d7d9445924a67fa81a70f9e511543", "component_budget": { "node_count": 18, "item_count": 18, @@ -19424,246 +19470,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are superficially similar model-request issues, but they target different models and modalities. I do not see any true duplicate pair or mergeable PR-equivalent change here.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster is only linked by broad 'add model' similarity, while the underlying requests are for different models/tasks.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "If forced to pick a representative, issue:42738 is the broadest umbrella request ('BERT-like models with RoPE'), but it is still not a duplicate target for the others.", - "best_pr_reason": "No pull requests present.", + "summary": "These are mostly separate model-addition/support requests that share a broad template, but they do not describe the same underlying bug or change. No soft pairs look mergeable as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46133 is the strongest representative: it is detailed, discussion-heavy, and has a clearly scoped model request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46133 is the best overall anchor for this cluster because it is the most active and well-defined request among otherwise unrelated model additions.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families and request scope: EuroBert config support vs DEIMv2 model addition." + "reason": "Different model requests (EuroBert vs DEIMv2); same broad add-model pattern only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model requests." + "reason": "EuroBert config support and Qwen3-TTS are unrelated model features." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Both are model requests, but for different models (EuroBert vs RF-DETR)." + "reason": "Different models entirely (EuroBert vs RF-DETR), not the same change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct models with different integration paths." + "reason": "RF-DETR and DEIMv2 are separate model additions with no shared code-path shown." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision model request is unrelated to LFM2.5 Audio support." + "reason": "Object detection model request vs audio model request; not duplicates." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different concrete changes: RF-DETR model addition vs weight-sparse transformer support." + "reason": "RF-DETR and a sparse-transformer request are distinct model targets." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision detection and Qwen3-TTS are different code paths and tasks." + "reason": "RF-DETR and Qwen3-TTS are unrelated additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct model additions." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are unrelated changes." + "reason": "NeoBERT support and sparse transformer support are not the same concrete change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + "reason": "NeoBERT and LFM2.5 Audio are different model types and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models; same broad 'add model' pattern is not enough." + "reason": "RF-DETR and NeoBERT are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests with no shared concrete bug/change." + "reason": "NeoBERT and ModernVBERT are separate model requests, not one duplicate bug." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer are different model/features." + "reason": "MiniCPM3 and sparse-transformer support are distinct changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture work and ModernVBERT support are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are separate model-add requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS target different models and subsystems." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model targets." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different requests with no shared underlying fix." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct models and tasks." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different model support changes." + "reason": "ModernVBERT and Qwen3-TTS are different model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support is not the same change as a generic BERT-like RoPE request." + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a broad conceptual level, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated features." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "A model-architecture request and a person-named issue are clearly unrelated." + "reason": "BERT-like RoPE support and a person-named issue are not the same artifact type or change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different tasks and would not merge into one PR cleanly." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different modalities and not one mergeable PR/issue." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Different speech models and support paths: Qwen3-TTS vs Voxtral TTS." + "reason": "Qwen3-TTS and Voxtral TTS are different model support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Speech model support is not the same underlying change as adding a weight-sparse transformer." + "reason": "Qwen3-TTS and sparse-transformer support are not the same code-path problem." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models and integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but target different models and changes." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE vision-language encoder support are different code paths." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model support and a sparse-transformer architecture request are unrelated." + "reason": "ASR model support and sparse-transformer support are distinct changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests with no shared concrete fix." + "reason": "LFM2.5 Audio and SAM3-LiteText are separate model additions." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support and Granite SWA+sink option are separate changes." + "reason": "Audio model support and a Granite attention option are different concrete changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model/feature requests." + "reason": "Sparse-transformer support and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are distinct model integrations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model tasks and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same underlying change." + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not duplicates." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model support and a person-named issue are unrelated." + "reason": "ModernVBERT and the unrelated closed issue 'Mirko Privitera' are not the same change." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a person-named issue are unrelated." + "reason": "Voxtral TTS support and the unrelated closed issue 'Mirko Privitera' do not match." } ] }, @@ -19693,7 +19739,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "5ea2b669317a42bc8b7265f176d761fcf5d2ce08714bbe47046543d78b8a0c57", + "prepared_review_unit_hash": "24af7d7f8f916129276ac332b0be86ac3b3a6e4ff083afbdf813833ec6595451", "component_budget": { "node_count": 2, "item_count": 2, @@ -19715,18 +19761,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates and do not describe the same underlying bug or change: one is a docs request about adding Pruna, the other is a Vision RoPE refactor.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue for deduplication: the issues cover unrelated topics, with no shared files, targets, or code path.", + "summary": "These two issues are unrelated: one is a docs request for adding `pruna` as an optimization framework, while the other is a technical refactor for Vision RoPE. They do not describe the same underlying problem or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46443 is the more technical and actionable item, but it is not a duplicate of issue:38740.", + "best_issue_reason": "Issue #46443 is the more substantive technical issue and is the better candidate to keep as the representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different scopes and domains: docs/optimization-framework request vs Vision RoPE refactor; soft similarity is not enough to treat them as the same issue." + "reason": "No meaningful overlap in problem statement, code path, or requested change; a docs addition request is not the same as a Vision RoPE refactor." } ] }, @@ -19756,12 +19802,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "dbed38ad6613816d7305d364faf5fbe41adc30cbb2cc4c2f5c71e3ba9394372c", + "prepared_review_unit_hash": "4082abf6af0732d849ecf600a2f1a8c48bb1018506ab50ca8c94ae5d142093ae", "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 }, @@ -19769,7 +19815,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -19778,18 +19824,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is about Set block decoding, while the other requests DeepSeek v3.2 support. The soft similarity signal is not enough to treat them as duplicates.", - "confidence": 0.98, + "summary": "These two issues are not duplicates: one asks about Set Block Decoding, while the other requests DeepSeek v3.2 support. They describe different feature areas and no shared issue target or code path is evident.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue fits this cluster because the two issues describe different requests; if forced to pick the more concrete feature request, issue 43037 is clearer and more actionable.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics and outcomes: decoding behavior vs model/version support. They do not describe the same bug or change." + "reason": "The titles and likely problem domains are unrelated: block decoding behavior versus model support. No shared target, filename, or concrete code-path overlap is shown, so this is not a duplicate." } ] }, @@ -19819,7 +19865,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "34ff4d5332da0f2388eb28aeaf01bca7bbe82e5423f74b337fcd054371670c7e", + "prepared_review_unit_hash": "99625f2433eb3eb776a8e565605c7f51f2155ce2995f76f375bb2f01bb8444cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19841,18 +19887,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both in the broader \u201ctiled\u201d/memory-optimization space, but they target different components and changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory usage. They do not look like the same underlying bug or feature request.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss / LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They target different model components and different changes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request, but it is not a duplicate of 41826.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41826 is the broader feature request centered on integrating TiledMLP for memory reduction; #41306 is a narrower, separate request about a `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss. Since these are not duplicates, there is no strong canonical issue, but #41826 is the better representative of the cluster theme.", + "best_issue_reason": "If one must be chosen as the cluster representative, 41306 is more actionable and specific; however, the two issues should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different feature requests and code paths: FLCE `from_pretrained()` flag vs TiledMLP integration. Shared memory-optimization theme is too broad to treat as the same issue." + "reason": "Different features and code paths: one is about a logits-loss integration flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They do not look like the same underlying bug or change." } ] }, @@ -19882,7 +19928,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "bffc18c9f9f6eb1e4cb58046705a587e71785a8a654fcbb4409c7eb408a9615c", + "prepared_review_unit_hash": "9e68edd57401fadca934f0f7952bf58891d20a884a1558375a3dbf6c76f33796", "component_budget": { "node_count": 2, "item_count": 2, @@ -19904,18 +19950,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation for custom trainers. They are related in theme but not the same underlying bug or change.", + "summary": "These two issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` dropping needed inputs, the other is about FLOPS estimation logic for custom trainers. They are related in theme but not duplicates.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more concrete and self-contained request, focused on `remove_unused_column` customizability in `Trainer`; issue 43600 is a separate FLOPS-estimation topic.", + "best_issue_reason": "Issue 43598 is the broader and more concrete custom-trainer compatibility concern; issue 43600 is a separate FLOPS-accounting problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Shared custom-trainer context only; one concerns `remove_unused_column`, the other FLOPS counting. Different code paths and fixes, so not duplicates." + "reason": "Shared mention of custom trainers is too broad; one concerns input-column pruning, the other concerns FLOPS estimation, so they are not the same underlying bug." } ] }, @@ -19945,12 +19991,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a08af2211354de2ff9964cd923ec13e464429b7ecd4da02ab8039bef993a4760", + "prepared_review_unit_hash": "b354738058770ba10cdb397c0a3ea7b912028c6988b7bcb777bcd4acec5c5e9b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19958,7 +20004,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -19967,18 +20013,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to Qwen model integration, but they describe different missing capabilities: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They should not be treated as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #43684 is the broader, more central tracking item because it targets core model registration in AutoModel and AutoModelForConditionalGeneration; it is the better canonical bucket for registration-related Qwen model support.", + "summary": "The two issues are related only at a very broad Qwen/auto-model level, but they request different features for different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43684 is the broader registration request (Qwen3-Omni plus AutoModel/AutoModelForConditionalGeneration), so it is the better representative of this small cluster, but it is still distinct from the Qwen3.5 sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best issue for the cluster because it describes the foundational registration gap rather than a narrower head-specific capability, making it the more representative and reusable tracker.", + "best_issue_reason": "43684 is the most general issue in scope and best represents the auto-registration theme, though it does not subsume the separate Qwen3.5 AutoModelForSequenceClassification request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Not the same underlying bug: #43684 is about adding Qwen3-Omni registration to base auto classes, while #44405 asks for sequence-classification support for Qwen3.5/Qwen3_5Config. The model family and requested capability differ, so they should remain separate." + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target heads (ConditionalGeneration vs SequenceClassification); not the same underlying bug/change." } ] }, @@ -20015,80 +20061,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "d0c19d728a44916d61f3857d95a9074a304c7c8389f473161ec725125c3d93b2", + "prepared_review_unit_hash": "7d39f703fb5f42fb7c87be55d436f5b10f5e5929e7d08a08651b211a1e2dd936", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues appear to be the same trivial topic (\u201chuggingface\u201d), while issue 43835 (\u201cFett\u201d) looks unrelated. The best duplicate set is the three huggingface issues, with 43845 as the likely canonical representative.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \u201chuggingface\u201d issues and is the best stand-in for that duplicate group.", + "summary": "This cluster is made up of very low-information issues with generic/duplicated titles and no concrete bug details. They do not provide enough evidence to confirm true duplicates, but they look like the same spammy or placeholder topic group.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43859 is the best representative only because it has the only discussion activity; otherwise the issues are too sparse to distinguish meaningfully.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the clearest representative of the only obvious duplicate cluster in this set; 43835 does not match the topic.", + "best_issue_reason": "43859 is the strongest issue to keep as canonical because it appears slightly more active and the cluster contains no technical detail to justify a different choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Both are too vague and lack enough body detail to prove the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No meaningful evidence that \u201cFett\u201d is the same issue as the huggingface reports." + "reason": "Same generic title pattern, but no concrete bug description or target is available to establish duplication." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Unrelated titles; insufficient basis to treat as duplicates." + "reason": "Insufficient evidence beyond superficial similarity; cannot confirm the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title/topic with very similar issue text; likely duplicate reports of the same underlying issue." + "accept": false, + "reason": "The titles are identical, but the bodies are too sparse to verify that they describe the same bug or request." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Identical topic/title and no distinguishing details; these look like duplicate reports." + "accept": false, + "reason": "Too little detail to confirm these are duplicates rather than separate placeholder reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Identical topic/title and similarly sparse content; likely the same underlying issue." + "accept": false, + "reason": "No concrete problem statement is available, so the match cannot be accepted as the same issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: 43845/43846/43859 share the same title, have strong soft-similarity, and 43845 is the earliest of that trio. The rejection of 43835 as unrelated is conservative given the different title and much lower similarity. No soft-edge verdict appears overstated." - }, - "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 }, @@ -20122,7 +20165,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "278e97bc55b9c3dddb514f9d7b803f583da0b776bf122208eb993dcb624d271f", + "prepared_review_unit_hash": "bc401ca08100242925dd5d871976caac2c5afab781dc5925dd14678c896eb8e5", "component_budget": { "node_count": 5, "item_count": 5, @@ -20144,66 +20187,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not true duplicates: the cluster is mostly spam/generic placeholder issues, and the only non-spam title is still too vague and unrelated to the others.", - "confidence": 0.98, - "canonical_issue_reason": "No good canonical issue here; the items are generic placeholders/spam with no shared concrete bug report to represent.", + "summary": "This cluster looks like mostly low-signal spam/placeholder issues with no concrete bug report or shared technical detail. The items do not provide enough evidence to treat them as duplicates of the same underlying problem.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 44418 is the only item with a somewhat descriptive title, but it is still extremely vague and lacks any technical details; it is the least-bad anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the least noisy and only vaguely descriptive item, but it is still too generic to be a strong canonical candidate.", + "best_issue_reason": "44418 is marginally the most suitable issue to represent the cluster because it is the only non-placeholder title, but the overall cluster is too noisy to be a meaningful canonical issue set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders; identical-looking titles do not establish the same underlying issue." + "reason": "Both are placeholder spam titles with no body content or technical context; no evidence they describe the same bug." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders; there is no substantive description tying them to the same bug or request." + "reason": "Both are placeholder spam titles with no body content or technical context; no evidence they describe the same bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a vague documentation enhancement are not the same underlying issue." + "reason": "A spam placeholder and a vague documentation suggestion are not enough to establish the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a specific brand-like title are unrelated." + "reason": "The titles are unrelated and there is no shared technical description or target." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation enhancement vs. spam placeholder; no concrete overlap." + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same bug or change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation enhancement vs. spam placeholder; no concrete overlap." + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although the titles are identical spam, there is no real issue content to confirm the same underlying bug or change." + "reason": "They are both placeholder spam issues, but there is no substantive content showing they refer to the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific title with no shared subject matter are unrelated." + "reason": "No overlap in topic or technical details; one is spam-like and the other is a generic brand-name title." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific title with no shared subject matter are unrelated." + "reason": "No overlap in topic or technical details; one is spam-like and the other is a generic brand-name title." } ] }, @@ -20233,12 +20276,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "0d51e908175fbd0b357013fb74257379288ef5957027553822541b02e7d2e8c1", + "prepared_review_unit_hash": "d800bb2ea87f294900f526fd58c0244757ebfb2b6229fe6292c9d827f1cf0fcb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20246,7 +20289,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20255,28 +20298,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are likely related and probably duplicates: they have identical titles and a soft-similarity signal, but the packet does not show stronger body-level evidence. #45145 is the better canonical thread because it was created earlier and has an inbound reference.", - "confidence": 0.9, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and has an inbound reference; #45151 looks likely related/probably duplicate based on the identical title and soft-similarity signal, but the packet does not provide stronger distinguishing evidence.", + "summary": "The two closed issues are highly similar and likely related, but the evidence is not strong enough to confidently mark them as duplicates based on the packet alone. Identical titles and similar body sizes suggest a duplicate cluster, but there is no body-content or link evidence establishing the same underlying proposal.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #45145 is the better canonical representative because it was created earlier and has an inbound reference, but the duplicate relationship is only tentative from the available signals.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue representative for the cluster since it is the earliest thread and already has some external linkage, making it the best place to anchor discussion.", + "best_issue_reason": "Issue #45145 is the best cluster representative due to earliest creation and slightly better linkage; #45151 does not add a clearly distinct problem statement, though the duplicate status is not fully proven.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles plus the soft-similarity signal make them likely the same underlying issue; however, the evidence is limited and should be treated as a probable duplicate rather than a definitive one." + "accept": false, + "reason": "Rejecting as a confirmed duplicate: the packet only shows identical titles, similar body lengths, and soft similarity. That is not enough to establish the same underlying energy-reduction proposal without body-content evidence or explicit linkage." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is plausible, but the writeup is slightly too strong for the evidence in the packet. We only have identical titles plus a soft-similarity signal; the packet does not establish that the bodies are near-identical or that they are definitively duplicates. Please soften the language to something like \u2018likely related / probably duplicate\u2019 and avoid implying stronger content-level evidence than is present." + "feedback": "The clustering is plausible, but the soft-edge verdict overstates the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish the \u201csame underlying energy-reduction proposal\u201d or that the pair should be confidently accepted as duplicates. Please downgrade the verdict to tentative/conservative unless body-content evidence is available." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20353,40 +20396,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "65026db446e036f161ec7f5e9d74b95c219b20be6a5849b030e5caed540d6aa8", + "prepared_review_unit_hash": "08798f53e1eded28245cef46b73d3569c4eb89a3ba5862744a7bfb3f45dab0a4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to describe the same underlying bug or request; they are just short name/date entries with no shared technical context. The soft similarity is too weak to treat them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues do not appear to be duplicates or part of the same bug report; they are unrelated name/date entries with no shared problem description.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles reference different people and dates, with no overlap in subject matter or any supporting discussion/content.", "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue exists here because the issues are unrelated and contain no actionable technical content.", + "best_issue_reason": "Neither issue is a good representative duplicate target because they do not describe the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial similarity in the surname 'Privitera'; the titles reference different people and different dates, with no evidence of a shared bug, request, or code-path." + "reason": "The issues are unrelated; the titles identify different individuals and dates, and there is no evidence of a shared bug or request." } ] }, @@ -20416,7 +20459,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "5037a035f28b81afc966a6b9fb30f2c609420728c28265dc9765d0fd6a608cf0", + "prepared_review_unit_hash": "34e9bbf2578bb85540b84b334dcd62d9c12dedc2b5774f693d5ed7da31df62db", "component_budget": { "node_count": 2, "item_count": 2, @@ -20438,18 +20481,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates of a technical problem; they look like unrelated name/date placeholders with no discussion or bug content.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue here: both issues are empty and unrelated, with no actionable problem description to unify them.", + "summary": "The two issues do not describe the same bug or change; they look like unrelated low-signal placeholder/spam reports containing only names and dates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative issue because neither contains any substantive report, repro steps, or technical context.", + "best_issue_reason": "Issue 45764 is only the earliest item, but neither issue is a meaningful canonical duplicate target because they are unrelated and lack bug-report content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different personal names with different dates, and there is no shared bug, feature, or code-path evidence." + "reason": "The titles are different personal-name/date strings with no shared bug, code path, or actionable problem; this is not a duplicate pair." } ] }, @@ -20479,12 +20522,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "530753589cbdc34687c72a261dcaf0921821825ffefe8ef2f8710b9e8c5d8690", + "prepared_review_unit_hash": "b6fa603c0a7e73a13301dd69aae3fed0a5884006321f940a75646a5ef97a192c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20492,7 +20535,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20501,18 +20544,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.97, + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete feature request and would be the better representative if one had to be chosen, but it is not a duplicate of #46295.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests and code paths: model head/architecture support versus mixed-precision training support. Not the same underlying issue." + "reason": "Different underlying requests: model/task head support vs FP8 training support. They do not describe the same bug or change." } ] }, @@ -20552,12 +20595,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "957af37d812228cebf515f96cc295eab50c564e5cd4b198fff4f48b0e9f7348c", + "prepared_review_unit_hash": "df96a3b7e7edeb72f4123f2ef988f1e93a8a4f75989444eb1c29d83650a556c8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20565,7 +20608,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20574,69 +20617,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset listing topic and does not match either pair. The evidence is limited to titles and metadata, so the duplicate calls should be treated as likely rather than certain.", - "confidence": 0.89, - "canonical_issue_reason": "45870 is the best canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it is the earlier of two near-identical issues and has no distinguishing metadata suggesting otherwise.", + "summary": "This set is really two separate exact-duplicate pairs plus one related-but-distinct issue: 45870/45871 are duplicates, 45872/45873 are duplicates, and 45869 is a different dataset-promo issue that only shares the financial/DataForge theme.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the cleanest representative of the 45870/45871 duplicate pair: same title/body signal as 45871, slightly more activity, and it is the earlier of the exact matches.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate likely-duplicate topics plus an unrelated dataset item; if one representative must be chosen, 45870 is the most reasonable stand-in for the example-request pair.", + "best_issue_reason": "45870 is the best overall issue to keep as the canonical thread for the exact-duplicate 'Example: Financial time series prediction with DataForge' pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." + "reason": "Same broad financial theme, but the titles describe different artifacts: a dataset bundle vs. an example workflow." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." + "reason": "Different underlying request; this is a dataset listing, not the same example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Strong duplicate signal: identical title, identical body length, and no metadata differences visible." + "reason": "Exact duplicate pair: identical title/body length and same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different concrete request: prediction example versus a scraping-service integration." + "reason": "Both mention Financial/DataForge, but one is an example and the other is a scraping-service topic; not the same issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete request: prediction example versus a scraping-service integration." + "reason": "Related subsystem, but different concrete request: example prediction vs. scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete request: prediction example versus a scraping-service integration." + "reason": "Only topical overlap; they do not appear to describe the same underlying bug/change." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete request: prediction example versus a scraping-service integration." + "reason": "Different issue topic and different requested change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Strong duplicate signal: identical title, identical body length, and no metadata differences visible." + "reason": "Exact duplicate pair: identical title/body length and same DataForge scraping-service request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is somewhat grounded, but it overstates the evidence in a few places. The packet only shows titles and soft-similarity signals, so calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is too strong. Likewise, the canonical_issue_reason says 45870 has a \u201ccleaner, more complete representative title,\u201d but the titles are identical. The issues do look like two duplicated topic-pairs plus a separate dataset item, but the verdicts should stay more conservative." + "accept": true, + "feedback": "The clustering is grounded in the packet and the conservative non-duplicate calls are reasonable. The two accepted duplicate pairs are well supported by identical titles, identical body lengths, and jaccard 1.0, and 45870 as the canonical representative is justified by earlier creation time and slightly more activity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20660,7 +20703,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "c50b1dbe23203be93edb87b90da44ca73199dcbf514e68caf717ec1704056fa0", + "prepared_review_unit_hash": "35763dc147bcfa9fe451f518618cd892ef301daeeb3b566a3ff330bf33906bf7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20682,24 +20725,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are plausibly related in the static-cache / linear-attention area, but the packet does not provide enough evidence to say they are definitively the same underlying bug. Issue 46439 is the more general and technically descriptive report, while 46441 looks like a model-specific symptom.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the mechanism directly (`early_initialization` corrupting linear-attention layers) rather than a narrower downstream crash symptom.", + "summary": "The two issues are plausibly related through the static-cache/linear-attention path, but the packet only shows title-level similarity and a soft-similarity signal. With no shared targets, filenames, or explicit links, this is not enough to confidently merge them as the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 46439 is the better canonical report because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) rather than a single model-specific crash surface.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative because it is the most general, technically informative description of the failure mode.", + "best_issue_reason": "Issue 46439 is the best global issue anchor for the cluster since it is more mechanism-oriented and can reasonably subsume the narrower Qwen3.5 symptom if later evidence confirms they match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Likely related, but the evidence is too weak to confirm they are the same underlying bug; the packet only shows title-level similarity and a soft-similarity signal, not a shared repro or explicit linkage." + "reason": "The evidence is too thin to treat these as the same underlying bug. They share a static-cache/linear-attention theme, but one is a RuntimeError from shape corruption and the other is a Qwen3.5 KeyError on `linear_attention`; without shared targets, filenames, or explicit links, this should remain only possibly related." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is plausible, but the soft-edge verdict is a bit too strong for the evidence available. The packet only shows titles and a soft-similarity signal; that supports that the issues are related in the static-cache/linear-attention area, but not confidently that they are the same underlying bug. A more conservative verdict would be \"likely related\" rather than an outright accept." + "feedback": "The cluster is plausible, but the evidence in the packet is too thin to support a firm same-bug merge. We only have titles plus a soft-similarity signal, with no shared targets, filenames, or explicit links. Issue 46439 describes an early_initialization shape-corruption RuntimeError, while 46441 reports a Qwen3.5 KeyError on `linear_attention`; these may be related, but the analyst overstates the certainty by treating them as the same underlying cache-initialization bug and accepting the edge outright. A more conservative verdict would be 'possibly related' rather than accepted." }, "evaluator_used": true, "retried": true, @@ -20726,7 +20769,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "fece6b52286ac649a3f629d72e1797d08e9788aa748ad53a44ba10375212ba80", + "prepared_review_unit_hash": "ddfaf6c70a4d02d25b74097caacecf1698c64e29af37a4e23ae5b4480ae7c8f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -20748,28 +20791,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The open issue #46552 is the best canonical tracking thread, but the duplicate link between #46551 and #46552 should be treated conservatively: they have identical titles and body length, yet the packet does not prove the bodies are the same or that they are definitively the same underlying bug.", - "confidence": 0.86, - "canonical_issue_reason": "#46552 is the better canonical issue because it is still open and already has inbound references, making it the more active place to track and accumulate discussion.", + "summary": "These are near-perfect duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token leak bug. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and has the same exact title/body as #46551, making it the better canonical tracker for this bug.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue to keep as the primary thread because it is open, referenced, and therefore most likely to gather follow-up work and context.", + "best_issue_reason": "#46552 is the best issue to keep because it is still open and already attracting references, while #46551 appears to be the earlier closed duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", - "accept": false, - "reason": "The evidence is suggestive but not definitive: the titles match and the body lengths are identical, but the packet only provides soft similarity and does not verify the bodies or reproduction details are the same enough to confirm a duplicate." + "accept": true, + "reason": "Identical titles and body content describe the same concrete tokenizer bug, so this is a true duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical-issue choice is grounded: #46552 is open and has inbound references, while #46551 is closed. However, the duplicate verdict is a bit too strong for the packet: we only know the titles are identical, the body lengths match, and the soft similarity score is high. The packet does not verify that the bodies are the same or that this is definitively the same underlying bug, so the soft-edge reasoning should be more conservative." + "accept": true, + "feedback": "The summary is well grounded in the packet: the two issues have identical titles and bodies, and #46552 is open with inbound references while #46551 is closed. The duplicate verdict is conservative and supported by the evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20792,7 +20835,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "f6307fd507b78cf050b20b1bf3e1cb82b0ecb4aaee6fef55f874eaa64bea50fa", + "prepared_review_unit_hash": "d72ef512e28207c15d736872a5a8f11b382204110263d266231bde963437c98b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20814,18 +20857,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not the same underlying bug: one reports a tensor-size mismatch during object detection training, while the other reports OOM after several epochs in RT-DETR v2 training. The soft similarity is only topical, not a duplicate signal.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 46657 is the more general, symptom-focused report and is the better representative if one issue must anchor the cluster.", + "summary": "These two issues are related to training object detection models, but they describe different failures: a tensor-size mismatch versus an out-of-memory condition after several epochs. They do not look like the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the better global issue candidate because its title describes a concrete failure mode more directly than the OOM report.", + "best_issue_reason": "Issue #46657 is the broader, more generic report, but it is still not a good canonical for this cluster because the failure mode differs from #46692.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes and likely different root causes: tensor shape mismatch vs memory exhaustion after some epochs. The shared object-detection training context is too broad to treat as a duplicate." + "reason": "Different symptom and likely different root cause: shape mismatch during training vs OOM after some epochs in RT-DETR v2." } ] }, @@ -20855,7 +20898,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "7fc6fabc94304cfbebd72ed53dc98bc0376923b659e64c28e5dca65811e4bb0c", + "prepared_review_unit_hash": "a13d06ae1cfc12f6b7f2e17d829964a41c4a7dde8d31b10ed10e47f4f830e62b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20877,18 +20920,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open issues about model loading/placement failures, but they describe different bugs: one is ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM, the other is 4-bit auto device mapping ignoring max_memory and incorrectly dispatching to CPU. They should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is appropriate: the reports concern different code paths and different failure modes, so neither is a duplicate of the other.", + "summary": "The two issues are both about model loading/dispatched placement failures, but they describe different code paths and different failure modes: ZeRO-3 zero.Init partitioning for a composite submodule versus 4-bit device_map/max_memory dispatch incorrectly sending modules to CPU. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the more specific bug report with a concrete subsystem (ZeRO-3 zero.Init) and a clearly identified failing composite submodule path, making it a better canonical issue for that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be picked as the cluster representative, issue #46822 is slightly more specific and self-contained, but it is not a true canonical for the pair.", + "best_issue_reason": "Issue 46822 is the best standalone issue because it names the exact loading mechanism and the observed OOM symptom, which is more actionable and narrower than the broader quantization/device_map error in 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM in a composite submodule versus 4-bit device_map/max_memory CPU dispatch error. Same broad theme of loading, but not the same issue." + "reason": "Both concern model loading, but one is a ZeRO-3 partitioning/OOM bug and the other is a 4-bit device_map/max_memory routing bug. They affect different mechanisms and would not plausibly be fixed by one change." } ] }, @@ -20902,7 +20945,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20918,12 +20961,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1344d6f506114a93478e0a8ac6847b74b97e4f3c845551d693364ed62fb235f8", + "prepared_review_unit_hash": "3e13e51d8cbbe9ef860350395afb6382d76bd4c26ccf84a7f9de61fbbee93394", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7222, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20931,7 +20974,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7222, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -20940,18 +20983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are pull requests for the VibeVoice family, but they are not the same change: PR 40546 is the initial VibeVoice implementation, while PR 42781 is a later, broader VibeVoice Realtime addition that also introduces the acoustic tokenizer and extra generation/auto-mapping updates.", - "confidence": 0.91, + "summary": "These are related VibeVoice PRs, but not duplicates: #40546 is the base VibeVoice integration, while #42781 is a broader follow-up adding VibeVoice Realtime and acoustic-tokenizer support.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "42781 is the better representative PR because it is the newer, broader change set and appears to subsume more of the VibeVoice stack (realtime + acoustic tokenizer + extra auto/generation plumbing), whereas 40546 is the earlier base implementation.", + "canonical_pr_reason": "#42781 is the broader, newer VibeVoice PR and appears to subsume the base integration with extra realtime/tokenizer work, so it is the better representative PR if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "42781 is the best single PR to keep for this cluster because it reflects the more complete and later VibeVoice work. 40546 is an earlier base implementation and is not as representative of the overall cluster.", + "best_pr_reason": "#42781 is the most complete VibeVoice-related PR in this cluster, covering the additional realtime and tokenizer pieces beyond the core model port.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Same model family and some shared files, but not the same concrete change: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and related plumbing. They overlap thematically but are not merge-equivalent duplicates." + "reason": "Shared VibeVoice files indicate overlap, but the scopes differ: #40546 is the core model implementation, while #42781 adds realtime and acoustic-tokenizer functionality. They are related follow-up work, not the same concrete change." } ] }, @@ -20965,7 +21008,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20981,12 +21024,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "0d891f9bb2173135ace277df52295e3d0735f8ec9e21cc965d385d8af0857529", + "prepared_review_unit_hash": "aa87e434f8c062096a5a0b3e2866fff06f8ffb0a363763b7c308d7a15d5dfe00", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -20994,7 +21037,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21003,18 +21046,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated enhancements 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": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so they are not the same underlying change.", + "canonical_pr_reason": "PR 41224 is the better representative of the cluster because it is a focused, well-scoped feature addition with substantial review activity; however, it is not a duplicate of PR 40755.", "best_issue_reason": null, - "best_pr_reason": "No single best PR representative for this cluster because the items are unrelated and neither can stand in for the other.", + "best_pr_reason": "PR 41224 is the strongest PR in the set as a concrete, mature feature implementation with clearer review evidence and a tighter scope than the TimesFM covariates PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different subsystems (TimesFM forecasting covariates vs. DINOv3 image classification); not the same bug or change." + "reason": "Different models and different changes: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not share the same underlying bug or code path." } ] }, @@ -21028,7 +21071,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21091,7 +21134,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21099,7 +21142,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-14", + "cluster_id": "cluster-41855-15", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -21114,7 +21157,8 @@ "pull_request:45655", "pull_request:46048", "pull_request:46267", - "pull_request:46707" + "pull_request:46707", + "pull_request:46911" ], "soft_pairs": [ "pull_request:41855|pull_request:43823", @@ -21122,6 +21166,7 @@ "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46911", "pull_request:43424|pull_request:46707", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", @@ -21129,190 +21174,210 @@ "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46911", "pull_request:44827|pull_request:46707", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", - "pull_request:44827|pull_request:46048", "pull_request:45170|pull_request:46707", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:44827|pull_request:45655", "pull_request:46048|pull_request:46707", + "pull_request:44827|pull_request:46048", "pull_request:43823|pull_request:46707", + "pull_request:43823|pull_request:46911", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "1bacbc4c80b1916e7942cd1b4674e73e0cf632aacfe95a34bcebb026d415c659", + "prepared_review_unit_hash": "84e9f57d6d3feb76052d4c3102e5fc305fbcf9a71817df769ebbbf34644045c3", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 23, - "serialized_chars": 38875, - "estimated_input_tokens": 9719, - "estimated_eval_tokens": 19694 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42249, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 23, - "serialized_chars": 38875, - "estimated_input_tokens": 9719, - "estimated_eval_tokens": 19694 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42249, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated open PRs across tokenizers, processors, models, docs, distributed training, and losses. The only clear duplicate pair is the two fixed_cross_entropy PRs (#43251 and #43254), which change the same loss utility for the same issue.", - "confidence": 0.94, + "summary": "This cluster is overwhelmingly heterogeneous: tokenizer methods, processor registration, model additions, docs, FSDP migration, RoPE changes, and loss/kernel work are all unrelated. The only true duplicate pair is the two `fixed_cross_entropy` PRs, which both implement the same `cross_entropy` kwargs passthrough fix. Everything else should stay separate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the cleaner canonical choice: it directly targets issue #43240, has the more complete signature change plus forwarding into nn.functional.cross_entropy, and has more review activity.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the only real duplicate pair: it directly targets issue 43240 and implements the `cross_entropy` kwargs passthrough in `fixed_cross_entropy` with the broader, cleaner signature update.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best representative of the cluster\u2019s only true overlap because it is the more complete and issue-linked version of the fixed_cross_entropy kwargs fix.", + "best_pr_reason": "PR 43251 is the strongest single PR in the cluster to anchor deduping because it is issue-linked, changes the exact loss code path, and is materially the same fix as 43254.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different areas and goals: Mistral tokenizer missing methods vs adding a new MobileLLM model." + "reason": "Different model areas and changes: Mistral tokenizer methods vs adding MobileLLM model files. No shared bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition is unrelated to Executorch dynamic-shape export testing." + "reason": "Tokenizer API addition and an ExecuTorch dynamic-shape test are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both concern model/processor plumbing, but they fix different components and problems, not the same change." + "reason": "Both are processor/model-adjacent, but one is auto/processor robustness work while the other is a new model addition; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to adding MobileLLM model support." + "reason": "Loss utility kwargs passthrough and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: cross-entropy helper vs Mistral4 model/test fixes." + "reason": "Same broad library area, but one is cross-entropy kwargs support and the other is Mistral4 test/model work; not the same concrete fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "ExecuTorch dynamic-shape testing and Olmo3 RoPE-per-layer support are different features." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "Executorch export tests are unrelated to FSDP2 integration and migration." + "reason": "Dynamic-shape export testing vs native FSDP2 migration are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic export testing and Mistral4 fixes do not target the same bug or change." + "reason": "Different subsystems and objectives: export test coverage vs Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Testing exportability is unrelated to adding a new model implementation." + "reason": "ExecuTorch export testing and a new model implementation do not address the same underlying issue." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition is unrelated to config resolution order in modeling_utils." + "reason": "New model addition vs config-resolution order fix; no shared code-path problem." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition does not overlap with Falcon output-collection refactoring." + "reason": "MobileLLM addition and Falcon output-interface refactor are different changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill PR." + "reason": "Falcon refactor and model-creation skill/docs PR are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor and Mistral4 test fix are different changes." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test fixes and Olmo3 RoPE-per-layer logic are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 test/model fixes are unrelated to native FSDP2 module migration." + "reason": "Mistral4 fixes and FSDP2 migration address different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are different model families and bugs." + "reason": "Mistral4 test/model work and CLIP-like checkpoint renaming are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes do not overlap with chat parsing/serve changes." + "reason": "Mistral4 fixes and chat-response parsing updates are different features." }, { - "left": "pull_request:44827", - "right": "pull_request:46048", + "left": "pull_request:45170", + "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." + "reason": "Weight-name renaming for CLIP-like models is unrelated to FSDP2 migration." }, { - "left": "pull_request:45170", + "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "LayerNorm renaming in CLIP-like checkpoints is unrelated to FSDP2 module migration." + "reason": "TDT loss kernel integration and FSDP2 migration are different subsystems and fixes." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and model-creation-skill scaffolding are unrelated." + "reason": "Mistral4 test fixes and TDT loss kernel work are unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:45213", + "right": "pull_request:46707", + "accept": false, + "reason": "New MobileLLM model code and distributed FSDP2 migration are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", "accept": false, - "reason": "A new model implementation is unrelated to the model-creation skill draft PR." + "reason": "MobileLLM model addition and Olmo3 RoPE support are unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes do not overlap with config-resolution order changes." + "reason": "Mistral4 fixes and TDT kernel integration do not share the same concrete bug." }, { - "left": "pull_request:46048", - "right": "pull_request:46707", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "TDT loss kernel integration and FSDP2 migration are different subsystems and problems." + "reason": "Model addition and a repo skill/docs PR are unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:46707", + "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition and FSDP2 migration are unrelated." + "reason": "Model addition and a repo skill/docs PR are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported cross_entropy kwargs for the same underlying issue (#43240) and could plausibly be merged into one change." + "reason": "Both PRs fix the same `fixed_cross_entropy` bug by forwarding supported kwargs to `nn.functional.cross_entropy`; they are the same concrete code-path change and could be merged into one." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: most pairings are clearly different subsystems, and the only accepted overlap is the shared fixed_cross_entropy kwargs fix between PR #43251 and PR #43254. The canonical/best-pr notes are supported by the explicit issue link and the more complete diff in #43251." + "feedback": "The summary is well grounded in the packet: the cluster is mostly heterogeneous by filenames and diff scope, and the only clearly duplicate pair is 43251/43254, which both target `fixed_cross_entropy`/`cross_entropy` kwargs passthrough for the same issue. The soft-edge verdicts are conservative and do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -21323,7 +21388,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21339,12 +21404,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "bb5915be182c893dc317551326fc6944dc0477ea4b4987e8b6af60fde11527bc", + "prepared_review_unit_hash": "57329bf97c0aec97569361afe420621eeb9b6724dd6341ebc192605377d08eb8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21352,7 +21417,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21361,18 +21426,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs broadly update GitHub Actions workflows, but they are not the same change set: one is specifically for Node 24 compatibility, while the other upgrades actions to newer releases. They overlap in files because they touch shared workflows, not because they fix the same underlying problem.", + "summary": "Both pull requests are workflow dependency upgrade batches, but they are not the same concrete change: PR 42975 is specifically for Node 24 compatibility across many GitHub Actions, while PR 42976 is a broader \u201clatest versions\u201d bump centered on Docker build actions. They overlap in a few workflow files, but the underlying fix goals differ.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more canonical candidate only in the sense that it has a specific goal (Node 24 compatibility); PR 42976 is a separate dependency-version bump with different scope.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearest intent (\u201cNode 24 compatibility\u201d) and covers the shared workflow-upgrade theme more explicitly than the vaguer \u201clatest versions\u201d bump in PR 42976.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer, narrower purpose and a more concrete compatibility target, whereas PR 42976 is a broader action-version refresh.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since it targets a specific platform compatibility issue and appears to be the more comprehensive workflow-action upgrade set.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different upgrades with different intent: Node 24 compatibility vs. general latest-version bumps. Shared workflow files alone are not enough to treat them as the same fix." + "reason": "Reject: both are GitHub Actions upgrade PRs, but they address different upgrade goals and different concrete actions; they would not plausibly be merged as one duplicate fix." } ] }, @@ -21386,7 +21451,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21413,12 +21478,12 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "c0b66fcadb25babe3b409bb1a3afb2899260758294c0bbe54fdde077ee688ae5", + "prepared_review_unit_hash": "175d190ad8e9888e8402a542e85a75b38b1e0911cb334828f2db9276f8af6647", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21198, + "serialized_chars": 21197, "estimated_input_tokens": 5300, "estimated_eval_tokens": 10856 }, @@ -21426,7 +21491,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21198, + "serialized_chars": 21197, "estimated_input_tokens": 5300, "estimated_eval_tokens": 10856 }, @@ -21435,60 +21500,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, ctsm, Step3p7), not duplicates. The only near-match pair is Step3p7 vs the WIP mini-model/conversion PR, but they are different artifacts and should not be merged as one change.", - "confidence": 0.93, + "summary": "This cluster is heterogeneous: five independent model-addition PRs plus one Step3p7-related script/model-harness PR. The shared docs/auto-mapping edits are boilerplate, not evidence of duplicate bugs or mergeable overlapping changes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR exists here; the items are separate model additions or supporting tooling rather than one shared fix.", + "canonical_pr_reason": "No canonical PR: these PRs target different model families (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7) and are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest standalone representative: it has the broadest implementation/docs/tests footprint and the highest review activity, even though it is not a duplicate of the others.", + "best_pr_reason": "If forced to pick a representative, #46562 is the strongest standalone candidate because it is a substantive model addition and the only PR with a plausible near-neighbor (#46658), but it still is not a duplicate of the rest of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo) with unrelated codepaths; shared docs/auto-registration files are generic scaffolding, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only in docs/auto-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2); overlap is only in shared framework registration/docs files." + "reason": "Different model families (ViT NEPA vs Molmo2); shared auto/docs files do not indicate the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions (ViT NEPA vs CTSM); they do not fix the same bug or implement the same feature." + "reason": "ViT NEPA and CTSM are unrelated model additions; same broad subsystem only." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model implementations with different files and behavior, not the same change." + "reason": "Molmo and Molmo2 are separate model releases with different codebases and filenames; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions; shared registry/docs edits are too broad to indicate duplication." + "reason": "Molmo vs CTSM are unrelated additions; shared framework plumbing is incidental." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model integrations with different codepaths and test surfaces." + "reason": "Molmo2 and CTSM are different model integrations; overlap is limited to registry/docs updates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 Flash are separate model additions; only generic auto/model registry files overlap." + "reason": "CTSM and Step3p7 Flash are different model additions; shared auto-mapping/docs files are too generic to merge as duplicates." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Step3p7 model implementation vs WIP mini-model/conversion/debug scripts are not the same concrete change and would not plausibly merge into one PR." + "reason": "Related theme, but not the same change: #46562 adds the Step3p7 model, while #46658 adds a mini-model/script harness and debug artifacts, not the same code-path fix." } ] }, @@ -21502,7 +21567,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21531,94 +21596,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "f281ad10be9139313a565f6f7949f1390d99b2685aeeb4a691e58e27f770ebf3", + "prepared_review_unit_hash": "57fa0316a5cf34748e2a04a879540cf7dfdae344c087427e27610a186b669700", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16289, - "estimated_input_tokens": 4073, - "estimated_eval_tokens": 8402 + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16289, - "estimated_input_tokens": 4073, - "estimated_eval_tokens": 8402 + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: the PRs touch unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization, generation config validation, CI infra, and ASR pipeline routing). None should be merged as the same underlying change.", - "confidence": 0.98, + "summary": "These pull requests are not duplicates of one another: they span unrelated areas such as Whisper decoding tests, FP8 dequantization, generation-config validation, CI memory limits, and ASR pipeline dispatch. The only overlapping signal is broad similarity in test or model code, not the same underlying bug or change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the items are distinct fixes in different code paths and subsystems, not alternative implementations of the same bug.", + "canonical_pr_reason": "PR 46380 is the strongest canonical candidate because it contains a real functional bug fix in a core runtime path (generation config validation/watermarking conversion) with broad downstream impact, whereas several others are test-only, CI-only, or narrower subsystem fixes.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative because there is no shared underlying defect or change request across the set.", + "best_pr_reason": "PR 46380 is the best standalone PR in the set: it fixes an actual runtime correctness issue rather than adding placeholder tests or CI plumbing, and the change is concrete and user-visible.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes vs. CLIP/ViT test-only edits; different components and no shared bug." + "reason": "Different artifacts: 43291 changes Whisper tokenization/decoding behavior, while 43665 is just test-file assertions and does not fix the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic/tests vs. FP8 dequant/model-loading changes; unrelated code paths." + "reason": "Whisper decoding vs FP8 dequantization are unrelated code paths and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization fix vs. generation watermarking validation; different subsystems and symptoms." + "reason": "Both touch model/runtime code, but one is Whisper decoding and the other is generation-config watermarking validation; not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Injected failing asserts in model tests vs. Phimoe CI memory/workflow fix; not the same issue." + "reason": "43665 is placeholder/failing test edits, while 46539 is a CI memory-limit/integration-test infrastructure change." }, { "left": "pull_request:43665", "right": "pull_request:46870", "accept": false, - "reason": "Test-only changes in CLIP/ViT vs. ASR pipeline model-type routing; unrelated changes." + "reason": "43665 is not a real product fix, and 46870 is an ASR pipeline model-type dispatch change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits vs. FP8 dequantization/model-loading logic; different problems." + "reason": "43665 only touches tests; 44815 fixes FP8 dequant/padding logic in runtime code." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Model test tweaks vs. generation config validation for watermarking; no common code path." + "reason": "43665 is test-only noise, not the same runtime bug as 46380's watermarking/generation validation fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 kernel/dequant work vs. CI test infrastructure and runner memory patching; unrelated." + "reason": "FP8 dequantization and CI memory patching are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequantization fixes vs. generation watermarking config validation; distinct functionality." + "reason": "Different concrete problems: FP8 kernel/dequant behavior versus generation-config validation." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation change vs. Phimoe integration-test CI fix; different layers and bugs." + "reason": "46380 fixes generation config validation; 46539 fixes CI runner memory reporting for integration tests." } ] }, @@ -21632,7 +21697,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21651,12 +21716,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "63b66887c907c8af5b45ae5c35bc84caf49bea5801aee9692605d56bec0f2a52", + "prepared_review_unit_hash": "7977f1395bbc0f982e16653929b24fdb45e35b61445292389154784d8f4aea27", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21664,7 +21729,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6347, + "serialized_chars": 6348, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -21673,30 +21738,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated '[don't merge]' test/validation changes in different files and subsystems; the soft similarities are title-level noise, not the same underlying fix.", + "summary": "These are three unrelated '[don't merge]' test/demo PRs touching different CI/setup areas; they do not look like the same underlying bug or change, so none should be clustered as duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct test PRs touching different code paths (setup/versioning, CI workflows, and security-gate workflow behavior).", + "canonical_pr_reason": "No PR is a true duplicate of the others. If one must serve as a representative, PR #46747 is the cleanest single-file workflow change, but it is still unrelated to the others.", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication: none of the PRs plausibly merge into a single change or represent the same concrete bug/change.", + "best_pr_reason": "PR #46747 is the most self-contained and easiest to use as a cluster exemplar, but the cluster itself is heterogeneous and not a duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: setup/versioning and test dependency tweaks versus a workflow trigger/security-gate edit. Same \"don't merge\" style is not enough to treat them as duplicates." + "reason": "43488 changes packaging/dependency metadata and a vit test, while 46747 only switches a security-gate workflow trigger. Different files, intent, and code paths." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Overlap is only superficial (shared test file/title convention). One changes packaging/versioning; the other rewires CI workflows and helper utilities." + "reason": "43488 is a setup/dependency/version-bump style PR; 43532 edits multiple workflows plus testing/notification helpers. They do not fix the same concrete problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes and do not appear to fix the same code-path problem." + "reason": "43532 is a broad CI/workflow demonstration PR, but 46747 is a narrow workflow trigger change. Same subsystem broadly, but not the same underlying change." } ] }, @@ -21710,7 +21775,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21726,7 +21791,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "13bf1dcb0ea6b6ca59a06adb57cb68db46a29c661e6198ab8eebae7939c60e26", + "prepared_review_unit_hash": "fb0c834082b5d2d99a2a4b72545641c9bca67d860158125df105d37383c496c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -21748,18 +21813,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new but distinct segmentation pipelines. They share scaffolding and docs, but they target different tasks, model integrations, and test suites, so they should not be treated as duplicates.", + "summary": "These are related only at the infrastructure level. The two PRs add different pipeline features for different segmentation tasks, so they should not be treated as duplicates or merged into one change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: 43612 is for promptable concept segmentation, while 43613 is for promptable visual segmentation; they are separate feature PRs rather than the same change.", + "canonical_pr_reason": "PR 43613 is the better representative of the pair because it is the broader and more complete pipeline addition, but it is still a distinct feature from 43612 rather than a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader and more complete representative of the cluster because it touches more model integrations and tests, but it still represents a different feature from 43612.", + "best_pr_reason": "43613 has the more expansive scope and supporting changes (more model integrations and tests), so it is the stronger standalone PR to represent the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. They share some infrastructure files, but the pipeline names, docs, model support, and tests show separate code paths and not one mergeable fix/change." + "reason": "Different underlying features: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model support and code paths. Shared docs/registry updates are incidental and not enough to treat them as the same PR." } ] }, @@ -21773,7 +21838,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21789,7 +21854,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "3f51d8a81599d8bc3d447beb447c06c444db14e30ddb6b2e89cb7a293b6797a2", + "prepared_review_unit_hash": "04a55dba0b2d97534985f30938e85908a65c1905a6a75d0947bb78caca948a51", "component_budget": { "node_count": 2, "item_count": 2, @@ -21811,18 +21876,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both modify `trainer.py`, but they address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering. They are related in theme but not the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs both add override hooks in Trainer, but they target different code paths: gradient-accumulation loss scaling vs. signature-based column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here; the PRs target different code paths and could both be valid independently.", + "canonical_pr_reason": "No canonical PR: the PRs are about different Trainer behaviors, not the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone representative because it makes a concrete behavioral change in `training_step` and introduces a focused hook for custom trainers.", + "best_pr_reason": "PR 43651 is the more concrete standalone change, since it directly alters training_step loss-scaling behavior and adds an explicit hook for custom trainers.", "soft_edge_verdicts": [ { - "left": "pull_request:43651 (Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling)", - "right": "pull_request:43663 (Add _get_signature_columns method to allow custom trainers to override column filtering)", + "left": "pull_request:43651", + "right": "pull_request:43663", "accept": false, - "reason": "Same file and both about trainer customization, but they fix different problems: GA loss scaling vs. column filtering. They are not the same bug/change and would not be merged as one PR." + "reason": "Different underlying changes in the same file: 43651 changes gradient-accumulation loss scaling, while 43663 extracts signature-column filtering logic. They do not fix the same bug or form one merged PR." } ] }, @@ -21836,7 +21901,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21852,12 +21917,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "08eca9ead321f9f3cc0f4352dcf71b6bffe5219699072f8cb505cb33ea98ae68", + "prepared_review_unit_hash": "c6594dc0c18f385c09e485472245cf6677d866c3e959f099127cbce43b7bc62a", "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 }, @@ -21865,7 +21930,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -21874,35 +21939,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same CLI `serve.py` runtime `TypeAdapter` annotation NameError and are alternative fixes for the same underlying bug.", - "confidence": 0.89, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about annotation-related `TypeAdapter`/typing runtime issues, but they appear to fix different concrete failures. The later PR is a narrow pydantic-absence fix; the earlier PR is a broader annotations/future-import cleanup. I would not merge them as duplicates.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more direct fix for the reported runtime failure: it guards the `TypeAdapter` type import under `TYPE_CHECKING` and quotes the annotation, matching the \"pydantic not installed\" NameError path exactly.", + "canonical_pr_reason": "PR #43842 is the most specific representation of the cluster: it directly targets the `TypeAdapter` NameError path when pydantic is unavailable, with a minimal, focused change in `serve.py`.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it directly addresses the concrete `TypeAdapter` NameError without broader unrelated typing cleanup.", + "best_pr_reason": "PR #43842 is the best standalone representative because it is narrowly scoped, explicit about the failure mode, and easier to reason about than the broader typing/future-annotations change in #43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`; they differ only in implementation style (future annotations vs. `TYPE_CHECKING` import), so they look like duplicate solutions to the same bug." + "accept": false, + "reason": "They overlap in file and symptom class, but the fixes are not the same concrete change: #43656 is a broader annotations/future-import cleanup, while #43842 specifically guards `TypeAdapter` for missing pydantic. They could coexist, but they are not a duplicate PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and are clearly aimed at the same `TypeAdapter` NameError class of bug. The soft-edge acceptance is also conservative enough, since the changes are alternative implementations for the same fix rather than unrelated work." - }, - "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 }, { "label": "pull_request", "component_index": 12, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21968,7 +22030,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22026,8 +22088,8 @@ "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:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -22042,8 +22104,8 @@ "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", - "pull_request:44071|pull_request:44086", "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -22056,18 +22118,18 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", "pull_request:44010|pull_request:44071", - "pull_request:44018|pull_request:44129", "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:44071|pull_request:44129", "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", @@ -22081,394 +22143,400 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "2f33f07987d2abf596d9fb578dc3b4d8a39a33f324f609e26a172a266c1efe64", + "prepared_review_unit_hash": "5c0e0c6520cee04d955829c716986bcfdce02a2963fa45dcb41c800f6a4e4fbc", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76934, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of model-specific output-tracing refactors around the same broader standardized-decorator effort (#43979). Most pairs are not duplicates because they touch different model implementations; the only strong overlaps are the GPT-J variants and the GPT-Neo variants.", - "confidence": 0.85, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors. Only same-model pairs look like true duplicates; cross-model pairs share a theme but not the same concrete code path.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue nodes are present. As a PR representative, 44722 is the cleanest example of the GPT-J/CodeGen tracing refactor: explicit #43979 linkage, coherent title, and overlapping changes in the core GPT-J path plus CodeGen.", + "canonical_pr_reason": "PR #44722 is the clearest representative: it targets the same GPT-J output-tracing refactor, is later and more complete, and explicitly captures the standardized decorator-based change.", "best_issue_reason": null, - "best_pr_reason": "44722 is the best overall PR representative because it most clearly captures the recurring change pattern in this cluster and has the broadest, most coherent implementation among the overlapping GPT-J tracing PRs.", + "best_pr_reason": "Best fit for the cluster because it is the most complete and explicit implementation of the shared GPT-J/CodeGen output-tracing refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; the shared output-tracing theme and issue target are not enough to make these duplicates." + "reason": "Different model/code paths; same output-tracing theme is too broad to treat as a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations (CVT/FNet vs DeBERTa) with only the same broad refactor theme." + "reason": "Different models and implementations; only the generic refactor theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both modify GPT-J output tracing in modeling_gptj.py; 44066 is broader, but the GPT-J refactor is the same underlying code-path change." + "reason": "Both change GPT-J output tracing in the same code path and could plausibly be one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style tracing work vs EfficientNet tracing work; same umbrella issue, different concrete changes." + "reason": "RegNet and EfficientNet are separate model implementations; not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "EfficientNet vs GPT-J; shared tracking issue alone is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and unrelated concrete changes." + "reason": "GPT-J and EfficientNet are unrelated code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate implementations; same refactor pattern only." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different code paths, so not a duplicate change." + "reason": "GPT-J and MGP-STR are different model families with different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model file and appear to implement the same standardized-decorator migration." + "reason": "Both are GPT-Neo output-tracing refactors in the same model code path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated concrete model changes." + "reason": "GPT-J and MPT are separate model implementations; not a duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations." + "reason": "GPT-J vs GPT-Neo: same theme, but different concrete model code." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Both are standardized tracing work, but they target different models and cannot plausibly be one PR." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are separate model code paths." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same broad refactor theme only." + "reason": "ResNet and GPT-J are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated concrete changes." + "reason": "GPT-Neo and ResNet are unrelated models." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." + "reason": "ResNet and MPT are unrelated model implementations." }, { "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different model code paths." - }, - { - "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate implementations." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J are different model files and code paths." + "reason": "GPT-Neo and Flaubert do not share the same concrete change." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo and Flaubert are different implementations." }, { - "left": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are different model code paths." + }, + { + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "Different model families; same broad refactor pattern is not enough." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model changes." + "reason": "GPT-2 and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different concrete model implementations." + "reason": "ViLT and Flaubert are different model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different code paths." + "reason": "GPT-2 and GPT-J are different concrete implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer and VisualBert are separate model implementations." + "reason": "VisualBERT and MGP-STR are different model families." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different concrete changes." + "reason": "VisualBERT and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are separate model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are unrelated model code paths." + "reason": "RegNet and SegFormer are different vision backbones with different fixes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "MPT and ImageGPT are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." + "reason": "TextNet and Flaubert are separate model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are separate code paths." + "reason": "RegNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and MPT are different model implementations." + "reason": "TextNet and LongT5 do not share the same concrete change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated concrete changes." + "reason": "GPT-Neo and LongT5 are unrelated model code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model code paths." + "reason": "SqueezeBert and MPT are different implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and DeBERTa are separate model implementations." + "reason": "SqueezeBert and VisualBERT are separate model code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and TextNet are unrelated concrete changes." + "reason": "GPT-Neo and SpeechT5 are unrelated model changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "FocalNet and ImageGPT are different model code paths." + "reason": "RegNet and TextNet are different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and LongT5 are separate model implementations." + "reason": "SqueezeBert and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer and VisualBert are unrelated concrete changes." + "reason": "RegNet and SpeechT5 are different concrete code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "VisualBert and LongT5 are different model code paths." + "reason": "MPT and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44074", + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model implementations." + "reason": "CVT/FNet and LongT5 are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-2 and GPT-Neo are different models; same tracing pattern only." + "reason": "CVT/FNet and SegFormer are separate model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-2 and MPT are unrelated concrete changes." + "reason": "SqueezeBert and DeBERTa-v2 are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model code paths." + "reason": "DeBERTa-v2 and TextNet are unrelated models." }, { - "left": "pull_request:44071", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model implementations." + "reason": "DeBERTa-v2 and SpeechT5 are different implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "TextNet and Flaubert/XLM are different concrete changes." + "reason": "DeBERTa-v2 and Vits are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate model code paths." + "reason": "FocalNet and ImageGPT are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "SegFormer and LongT5 are different model implementations." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; the later PR is a direct superset-style duplicate candidate." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert and LongT5 are unrelated concrete changes." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing change in the same file family." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet and LongT5 are different model code paths." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model changes." + "reason": "CVT/FNet and RegNet are different model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MPT are different model implementations." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are separate concrete changes." + "reason": "DeBERTa-v2 and SpeechT5 are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model code paths." + "reason": "DeBERTa-v2 and Vits are unrelated model implementations." }, { - "left": "pull_request:44071", + "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model implementations." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J output tracing in modeling_gptj.py; they are the same underlying refactor, with 44722 just broader." + "reason": "FocalNet and ImageGPT are different concrete model changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats this as a mostly model-specific standardized-tracing cluster and only elevates the GPT-J and GPT-Neo overlaps. The accepted soft-edge pairs are conservative enough and the paired changes look mergeable as the same bugfix within the same model code paths." + "feedback": "The summary is grounded in the packet and stays conservative: it treats cross-model overlaps as thematic rather than duplicate, and the accepted PR pairs are all plausibly mergeable into single bugfix PRs within the same model/code path. The canonical PR choice is also well supported by the later, broader GPT-J/CodeGen refactor in #44722." }, "evaluator_used": true, "retried": false, @@ -22479,7 +22547,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 37, + "component_count": 38, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22503,64 +22571,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0841b62c491bbe264ad8ad0b0aacc5bb77d3dd30ed343b278747c30728e65294", + "prepared_review_unit_hash": "d91eadb432a87d8a793b2f156f0fa07d782d2d45a72d94ccd881f08aba24fd6c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84511, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific refactors to standardized output tracing/capture across different architectures, not duplicate fixes for the same underlying bug or change. The shared theme is high-level only; each PR touches a different model code path.", - "confidence": 0.96, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs, but they affect different code paths and models. They are related thematically, not duplicates, so no soft edge should be merged.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44074 is the best cluster representative: it is a clear, self-contained example of the standardized output-tracing refactor and includes both model code and tests, making it more complete than the smallest model-only variants.", + "canonical_pr_reason": "PR 44074 is the most representative cluster member: it cleanly refactors a model to the new output-tracing pattern and also updates tests, making it the best exemplar of this refactor family.", "best_issue_reason": null, - "best_pr_reason": "44074 is the strongest representative of the pattern, but it is still only one model-specific refactor among several unrelated ones.", + "best_pr_reason": "PR 44074 is the strongest standalone example because it combines the core model refactor with test coverage, while the others are narrower model-specific variants of the same migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor pattern, but different models (VisualBert vs TextNet) and different code paths. Not the same concrete change and not something to merge into one PR." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different concrete code paths; not mergeable as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but MPNet and VisualBert are separate implementations with different tracing hooks. Similar theme is not enough for duplication." + "reason": "Both migrate output tracing, but for different models (MPNet vs VisualBert); this is parallel cleanup, not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model-specific refactors. They share an output-capture migration theme, but not the same underlying bug or change." + "reason": "Different model implementations and layer wiring; they share a pattern, not an underlying bug or single fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models with separate forward logic. These are parallel cleanup changes, not duplicate PRs." + "reason": "RegNet and SqueezeBert are unrelated model code paths; these are separate standardized-output refactors, not duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert vs SpeechT5; both use the new output-capture utilities, but they affect different concrete code paths and would not be merged as one fix." + "reason": "Both involve output tracing changes, but SqueezeBert and SpeechT5 are distinct model stacks with different behaviors and targets." } ] }, @@ -22574,7 +22642,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22640,274 +22708,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "222a6615c6d30f60564cfc2982bddd3bd30718b3a0b6652838bf3b5b3f6e51ac", + "prepared_review_unit_hash": "71f3b74478a02c8314d3c6bfd870cf9a393ce6eafae22782c51aa50b2934f8b0", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "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 PRs are all model-specific \"output tracing\" refactors, but they are not duplicates of one another: each one changes a different model implementation and code path, so they should stay separate.", - "confidence": 0.95, + "summary": "These PRs are highly similar refactors of output tracing, but they target different model implementations and code paths, so they are not true duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate representative; the cluster is a collection of independent model-specific refactors.", + "canonical_pr_reason": "PR 44003 is the strongest representative if one must anchor the cluster: it is a broader output-tracing refactor and touches more than one model file, making it more central than the narrower single-model PRs.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the best representative of the set because it makes a broader, closely related change across two Mamba-family implementations and shows the core refactor pattern clearly.", + "best_pr_reason": "PR 44003 is the best single representative of this cluster because it shows the shared pattern most clearly while remaining substantive; the others are narrower, model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme is too broad." + "reason": "Both are output-tracing refactors, but `timm_backbone` and `upernet` are unrelated model code paths; not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and outputs; not the same concrete change." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`) and different forward paths; parallel refactors, not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model code paths; only the naming/theme matches." + "reason": "`timm_backbone` and `univnet` are separate architectures with unrelated implementations; same theme, not same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate backbone vs Mamba-family implementations; not mergeable as one fix." + "reason": "One is `timm_backbone`, the other is `mamba/falcon_mamba`; the shared theme is too broad to treat as one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output mechanics; not the same bug/change." + "reason": "`timm_backbone` and `rwkv` are distinct model paths; similar refactor pattern, but not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families; same refactor pattern does not make them duplicates." + "reason": "`mobilenet_v1` and `univnet` are unrelated models; same output-tracing cleanup pattern, not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNet vs UperNet are unrelated code paths." + "reason": "Different targets (`mobilenet_v1` vs `upernet`), so this is similarity by template rather than duplicate functionality." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; no shared concrete defect." + "reason": "`mobilenet_v1` and `depth_anything` are separate model implementations; not the same underlying bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate model wrappers; not the same underlying change." + "reason": "These touch different wrapper/model code paths (`mobilenet_v1` vs `vision_encoder_decoder`); too broad to merge as duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are distinct implementations." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths; same refactor style, not same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and execution paths." + "reason": "`vision_text_dual_encoder` and `univnet` are different models; they share a refactor motif but not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models; only the refactor template is similar." + "reason": "`vision_text_dual_encoder` vs `upernet` is only broad output-tracing similarity; the code paths are distinct." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "No shared code path or concrete bug; just the same tracing refactor theme." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are different model families; not a single duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model implementations; not a single duplicate change." + "reason": "Different model targets (`vision_text_dual_encoder` vs `depth_anything`), so this is not one concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models and modules; same broad subsystem is not enough." + "reason": "`univnet` and `upernet` are unrelated implementations; the shared pattern is too generic to count as a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated code paths; cannot be merged as one PR." + "reason": "These affect different model families (`univnet` vs `mamba/falcon_mamba`); not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; no same underlying bug." + "reason": "`univnet` and `depth_anything` are different models; same refactor style, different code paths." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations." + "reason": "`upernet` and `rwkv` are distinct models with independent forward logic; not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; same refactor pattern is not a duplicate." + "reason": "`upernet` and `mamba/falcon_mamba` are separate model code paths; too broad to merge as one PR." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-family tracing changes vs SuperPoint are different code paths." + "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated architectures; same refactor family, not the same change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model architectures and forward semantics." + "reason": "`mamba/falcon_mamba` and `codegen` touch different subsystems and forward contracts; not a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Backbone refactor vs CodeGen attention/cache logic; not the same change." + "reason": "`timm_backbone` and `codegen` are unrelated model paths; only the refactor pattern is shared." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen touch unrelated forward behavior." + "reason": "`univnet` and `codegen` are separate implementations; similar output-tracing cleanup, not one bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and concrete code paths." + "reason": "`upernet` and `codegen` are different models with different forward semantics; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; only the refactor label overlaps." + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated code paths; the overlap is only in refactoring style." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs VisionEncoderDecoder are separate implementations." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth model refactor vs speech encoder-decoder wrapper; not a duplicate." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate implementations; this is similarity, not duplication." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and outputs." + "reason": "`depth_anything` and `superpoint` are unrelated vision models; same refactor motif but different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and tracing paths." + "reason": "`depth_anything` and `rwkv` are entirely different architectures; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated code paths." + "reason": "`depth_anything` and `dpr` are distinct model implementations; same output-tracing theme, not one change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are distinct implementations." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; shared theme is too broad." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no shared concrete fix." + "reason": "Both are encoder-decoder wrappers, but vision and speech variants are different model implementations; not the same underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Separate code paths and output contracts." + "reason": "`vision_encoder_decoder` and `superpoint` are separate models; no single concrete duplicate change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and behavior." + "reason": "`vision_encoder_decoder` and `dpr` are different code paths; only the refactor pattern matches." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder vs SuperPoint are unrelated." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and output handling." + "reason": "`speech_encoder_decoder` and `rwkv` are different model families; too broad to merge." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate wrappers with different forward logic." + "reason": "`speech_encoder_decoder` and `dpr` are separate model code paths; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "`superpoint` and `rwkv` are unrelated architectures; same output-tracing refactor style, not duplicate code." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated changes." + "reason": "`superpoint` and `dpr` are different models and different forward contracts; not the same fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR fix different model-specific logic." + "reason": "`rwkv` and `dpr` are distinct model implementations; this is parallel cleanup, not one mergeable PR." } ] }, @@ -22921,7 +22989,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22937,12 +23005,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "a5e67cfe746a42d7cfac91ff59dd9616eaddb4674f1b55dd26aafafa2624af91", + "prepared_review_unit_hash": "2edb9f6541088257dfaec09b034310447de7e37f30dea0c27393bed82488f9aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22950,7 +23018,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -22959,18 +23027,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share boilerplate Transformers integration files, but they target different models, codepaths, and test suites, so they are not duplicates.", + "summary": "These are two unrelated model-integration PRs: one adds PenguinVL, the other adds Voxtral TTS. Shared transformer registry/docs files are expected boilerplate and do not indicate the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the cleaner representative: it has an explicit issue target, a focused model-specific scope, and a self-contained implementation for Voxtral TTS.", + "canonical_pr_reason": "44662 is the more general, non-draft integration PR and the better representative of the cluster, even though it is not a duplicate of 45401.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the best standalone representative because it is narrowly scoped, issue-linked, and clearly centered on one concrete model integration.", + "best_pr_reason": "44662 is the only plausible PR anchor here; 45401 targets a different model and should not be used as a duplicate destination.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying additions: PenguinVL vs Voxtral TTS. The overlap is only in shared Transformers plumbing and docs, not the same concrete bug or mergeable change." + "reason": "Reject: PenguinVL and Voxtral TTS are different model additions with different codepaths; overlapping auto/docs files are shared integration scaffolding, not evidence of the same change." } ] }, @@ -22984,7 +23052,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23000,7 +23068,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "dbbce400192a478c93db3da49549240036df4fee96c6384e0304f328db7e963e", + "prepared_review_unit_hash": "349f93a1dac71f4891e6e86ee8b749fcdb78202ed4696fe8f5da73db5f48dd30", "component_budget": { "node_count": 2, "item_count": 2, @@ -23022,18 +23090,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #44965 is a draft-conversion workflow change, while #46845 is a CI-routing/test PR with an unrelated model_utils edit. They do not look like the same underlying change.", - "confidence": 0.98, + "summary": "The two pull requests are not duplicates: one changes a documentation/PR workflow to convert PRs to draft, while the other adjusts CI routing and includes an unrelated code tweak. They do not target the same bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for this cluster: the PRs target different code paths and purposes, so there is no single underlying change to represent.", + "canonical_pr_reason": "PR 46845 is the less suitable canonical PR because it bundles an unrelated CI workflow branch change with an apparent placeholder code edit, so it is not a clean representative of a single fix.", "best_issue_reason": null, - "best_pr_reason": "If one must be picked, #46845 is slightly more representative because its title and diff are more specific, but it is still not a duplicate of #44965.", + "best_pr_reason": "PR 44965 is the better representative of its own change because it has a focused purpose: modifying the PR documentation workflow to convert PRs to draft.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: #44965 changes the PR documentation workflow to convert PRs to draft, while #46845 changes CI branch selection and includes an unrelated modeling_utils tweak; they are not the same bug or change." + "reason": "Different underlying changes: 44965 alters a workflow to change PRs to draft, while 46845 changes CI branch selection and contains an unrelated code edit. They are not the same concrete fix and would not plausibly merge into one PR." } ] }, @@ -23047,7 +23115,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23063,12 +23131,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4c32e5577d526f6823409959c021515fbd8307c7773c971dfb72572f89c49162", + "prepared_review_unit_hash": "8846b28b9fa5b68fc3a036e987f871bd0687149cfe8137d480a76d1e35cdb8d1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23076,7 +23144,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23085,18 +23153,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-infrastructure PRs, but they target different layers: one adds a standalone module fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are not duplicates.", - "confidence": 0.93, + "summary": "These are related by the broad theme of module/kernel fusion, but they target different abstractions and code paths: one introduces a generic module-fusion API, the other wires up n-to-1 kernel fusion via KernelConfig and integration changes.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more canonical representative of the cluster because it introduces the core module-fusion abstraction itself, while #45363 is a separate integration layer built on top of fusion concepts.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it adds KernelConfig-driven fusion across modeling and integration code, with an example and broader runtime impact.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best PR to represent the cluster if choosing one, since it defines the foundational API rather than a specific downstream kernel-fusion workflow.", + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements a specific fusion mechanism in the core loading/execution path rather than just adding a standalone abstraction layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes: #44979 adds a new module fusion API and tests; #45363 wires KernelConfig-based n-to-1 kernel fusion through model loading/integrations and adds an example. Related theme, but not the same underlying bug or mergeable change set." + "reason": "They are not the same underlying change: #44979 adds a generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig across model loading/integration files. Similar theme, but different concrete functionality and code paths." } ] }, @@ -23110,7 +23178,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23126,7 +23194,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d66eae6773fc113faabab5f015c8a74fbae7a406431a9807ce069b041fd27a67", + "prepared_review_unit_hash": "69556d6afde928d8ade89af162653fb5104d5a442caaa70b6219e93f56506db5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23148,18 +23216,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same _patch_mistral_regex AttributeError in Mistral tokenization, with nearly identical code changes in the same file; 45317 is the more complete version because it adds tests as well.", + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` and adjusting the same code path in `tokenization_utils_tokenizers.py`. PR 45317 is the stronger representative because it includes the same fix plus test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same AttributeError as 45086 and also includes test coverage, making it the more complete patch.", + "canonical_pr_reason": "PR 45317 is the best canonical PR: it implements the same fix as 45086 but is more complete, adding a test file alongside the code change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest standalone representative of the change set: same code-path fix, same target issue, plus tests.", + "best_pr_reason": "PR 45317 is the best fit overall because it directly fixes the bug and includes validation, while 45086 is the narrower version of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in _patch_mistral_regex, same file, nearly identical fix, and both target the same issue; they could plausibly be merged into one PR." + "reason": "Same underlying bug and same fix in the same function/file; 45317 is effectively a superset with tests, so these are duplicates for triage." } ] }, @@ -23173,7 +23241,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23189,7 +23257,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "77bdf90ce8e4f97c627538e45381630eeb50e1c77ad2f3013dc660e2ceb77ea2", + "prepared_review_unit_hash": "8d8b7769da8cd9c2a98731a46a678bdadf5fbd2b83b2bf24f4dcb3658d7f844e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23211,18 +23279,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch NemotronH, but they target different changes: one is a focused conversion-mapping/inheritance refactor, the other is a broader model split into NemotronHDense/NemotronHSparse plus docs/tests. They are related but not duplicates.", + "summary": "These are related NemotronH architecture refactors, but they target different changes: one is a focused inheritance/conversion mapping refactor, the other is a broader split into Dense/Sparse model variants plus docs and auto-mapping updates.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, higher-level implementation work: it introduces the new NemotronHDense/NemotronHSparse model split, updates docs/auto mappings, and includes tests. PR #45115 is a narrower follow-up focused on conversion mapping and inheritance plumbing.", + "canonical_pr_reason": "45569 is the broader, more complete architectural PR: it introduces the new nemotron_h_dense and nemotron_h_sparse variants, updates docs, and adjusts auto-mapping/model registration. 45115 is narrower and mostly about refactoring inheritance plus conversion-key remapping.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the cluster\u2019s underlying work on reorganizing NemotronH into a cleaner model structure. PR #45115 is useful but too narrow to serve as the main representative change.", + "best_pr_reason": "45569 is the best representative PR for the cluster because it captures the major NemotronH model-structure change rather than just a supporting conversion refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files do not make these the same change: #45115 is mainly conversion-mapping and class refactor work, while #45569 is a broader model split with docs and tests. They could not plausibly be merged as one PR without conflating distinct changes." + "reason": "They overlap on NemotronH files, but the concrete changes differ: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding checkpoint conversion mappings, while 45569 splits the model into dense/sparse variants and updates docs/auto-mapping. Not the same underlying fix and not something that would plausibly be merged as one PR." } ] }, @@ -23236,7 +23304,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23252,40 +23320,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "cf921812122397ad55933793798d5621b6a3eefa52535a64771643674ced091d", + "prepared_review_unit_hash": "0b225d4d6843d690402bb15bb9445eca1dbc69acd67bf47a9f61260b14f5ae92", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, - "estimated_input_tokens": 1489, - "estimated_eval_tokens": 3234 + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two overlapping feature PRs for heterogeneous-model support, but PR 45333 is a narrower configuration-only slice while 45332 also adds modeling integration and cache/masking changes. They are related, not the same concrete change.", - "confidence": 0.92, + "summary": "Two open PRs on heterogeneous support: one is a broad implementation of per-layer configuration plus modeling, while the other is a narrower config-only subset. They overlap heavily in docs/config code, but they do not look like the same concrete change.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader, more complete implementation of heterogeneous model support and subsumes the configuration work.", + "canonical_pr_reason": "pull_request:45332 is the better canonical PR because it includes the full heterogeneous feature set, extending beyond configuration into modeling/runtime support; the other PR is a narrower config-only slice.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the strongest standalone PR in the cluster: broader scope, more files touched, and it includes the actual modeling-path changes in addition to per-layer config support.", + "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it is the more complete implementation and subsumes the config-only work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: both are about heterogeneous support, but 45333 is only the per-layer configuration subset while 45332 also changes modeling/runtime paths. They are overlapping feature PRs, not the same exact change that should be merged as duplicates." + "reason": "Reject: 45333 appears to be a config-only precursor/subset, while 45332 adds additional modeling and integration changes. They overlap, but they are not the same underlying PR-level change and would not naturally merge as one duplicate fix." } ] }, @@ -23299,7 +23367,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23315,40 +23383,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d809076859fc03ac0e0d00c0887209b35659c20d9cb79cd88e61a05c3b6c030c", + "prepared_review_unit_hash": "3f574df17165e3c50956b62af7a6d257450b36401ddcbb268f0222f00f327ba2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5511, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5511, - "estimated_input_tokens": 1378, - "estimated_eval_tokens": 3012 + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-focused cleanups in transformers, but they address different scopes: one is a broad type-checking sweep across many files, while the other is a narrower typing chore centered on modeling_utils and related helpers. They are related in theme, not duplicates.", - "confidence": 0.73, + "summary": "Both items are typing-related PRs, but they target different changes: one is a broad type-checking sweep across many transformer files, while the other adds/adjusts typing helpers and protocols for specific modeling code. The filename overlap is not enough to make them duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more representative typing-sweep across many transformer modules and is the better cluster anchor than the narrower follow-up-style typing change in 45425.", + "canonical_pr_reason": "PR 45425 is the more focused, concrete change: it adds typing infrastructure and specific protocol aliases needed by a small set of modules. It is a better representative of the narrower underlying work than the broad type-checking sweep in 45415.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best global representative because it spans the larger cross-module typing effort and is more likely to reflect the main change in the cluster.", + "best_pr_reason": "PR 45425 is the best standalone PR in this cluster because it has a single coherent purpose and a clear code-path impact, whereas 45415 is a wide, repo-spanning typing cleanup rather than one concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They both concern typing cleanup, but they do not appear to fix the same concrete code-path problem or be mergeable as one PR. 45415 is a broad type-checking pass over many files; 45425 is a targeted typing update around _typing/modeling_utils/PEFT/flash-attention helpers." + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking pass over many files while 45425 adds specific typing protocols/helpers for modeling and integration code. They are not the same underlying bug/change and would not plausibly be merged into one PR." } ] }, @@ -23362,7 +23430,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23378,7 +23446,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d0219fb8606fa44c16b739273b74241482460cd2b6a56640140d038a195370b7", + "prepared_review_unit_hash": "dc5214ed52f16ea95356c6ec63331ae813d6858691bda6cf7642bc8a84cb1862", "component_budget": { "node_count": 2, "item_count": 2, @@ -23400,18 +23468,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests concern expert-parallel model loading, but they fix different failure modes: one adds distributed config serialization and a `has_ep` helper for accelerate/ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not duplicates.", + "summary": "These are related by expert parallelism, but they target different bugs and loading paths: one fixes EP + DeepSpeed ZeRO-3/accelerate config handling, the other fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They should not be treated as duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a concrete, user-visible corruption bug in the expert-loading path, with targeted code changes across the loading stack.", + "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a concrete, well-scoped corruption bug in the model loading path and has a more specific failure mode than #45548.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone fix: it has a specific failure mode, a clear mechanism (rank-0 broadcast overwriting experts), and a focused patch that plausibly should be merged on its own.", + "best_pr_reason": "PR #45662 is the strongest representative change set: it fixes a distinct code-path problem with expert weights being overwritten during distributed loading, and its edits align tightly with that bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the broad EP/loading area, but #45548 is about preserving distributed config and exposing EP state for accelerate/ZeRO-3, while #45662 fixes expert tensors being overwritten during FSDP2 broadcast. Different bugs and different code paths." + "reason": "Do not merge: both concern EP, but #45548 fixes distributed_config serialization and accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different concrete bugs and different fix paths." } ] }, @@ -23425,7 +23493,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23441,40 +23509,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "8917044c2091d2a72e12c86061fab970194e27a65eb9b5d0d952149a471e08c1", + "prepared_review_unit_hash": "1911561d479c46b18cd04b03a47e179a7029b325f25f58eaef55d619b8e88740", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; 45645 is essentially a superset of 45639, adding CI log collection for the new per-worker files.", - "confidence": 0.93, - "canonical_issue_reason": "Both PRs target the same issue (45561) and fix the same underlying xdist collision in patched testing debug logs / captured_info artifacts.", - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core testing_utils fix from 45639 and also updates CI workflow handling so the new per-worker log files are still collected.", + "summary": "Both PRs target the same xdist-related captured_info collision bug. PR 45645 is the broader, more complete fix because it includes the worker-safe log handling plus the CI workflow adjustment to collect multiple captured_info files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the full underlying problem: fixing xdist collisions in the patched testing logs and preserving those logs in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the most complete implementation of the xdist-safe captured_info change and preserves downstream CI behavior, so it is the best representative PR.", + "best_pr_reason": "PR 45645 is the best representative PR for the cluster since it contains the core code-path fix and the follow-up workflow change needed to keep debug artifacts visible.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete bug path: xdist collisions for captured_info debug logs. 45645 extends the same fix with workflow changes, so they could plausibly be merged into one PR." + "reason": "Both PRs address the same captured_info xdist collision in testing_utils; 45645 is a superset that extends the same fix to CI log collection, so they look like the same underlying change." } ] }, @@ -23488,7 +23556,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23504,7 +23572,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "7233e689307c1e6bb078138362600aa8ac239ac8ef9d7dd239d6679e500e08cc", + "prepared_review_unit_hash": "57f5bc271aff5b5b0b6935ddfc15d023967900bdb8395f4a26d976a8cac1848a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23526,18 +23594,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one implements TRF003 for tuple-return behavior across model forward methods, while the other implements TRF018 for modeling weight initialization behavior. They overlap only in broad Transformers modeling files, not in the same concrete change or bug.", - "confidence": 0.97, + "summary": "These two pull requests are both linter-driven model refactors in transformers, but they target different rules and different underlying changes. PR 45720 adds TRF003 coverage for return tuple handling in forward methods, while PR 46259 adds TRF018 modeling-rule changes around weight initialization. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different lint rules and fix different code-path patterns, so they are not the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the other; 45720 is about forward/output API decoration, while 46259 is about initialization logic cleanup. The overlap in filenames is only because both sweep across many model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different code-path changes: TRF003 adjusts forward return behavior, while TRF018 changes model weight initialization. Shared model files are incidental and not evidence of the same fix." + "reason": "Different concrete changes: TRF003 adds can_return_tuple/return_dict handling in model forwards, while TRF018 rewrites model weight initialization logic. Shared subsystem and shared files do not make these the same PR." } ] }, @@ -23551,7 +23619,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23617,7 +23685,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23636,52 +23704,52 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "53c9beea2a802a11090e51fa1bed72a3eb3822efd2ec1182672eba74354094ad", + "prepared_review_unit_hash": "ae1ae610cd0bb628e66e2f702708421fbdcd3976dd3fdfe7357dafb242a7f331", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7881, - "estimated_input_tokens": 1971, - "estimated_eval_tokens": 4198 + "serialized_chars": 7879, + "estimated_input_tokens": 1970, + "estimated_eval_tokens": 4196 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7881, - "estimated_input_tokens": 1971, - "estimated_eval_tokens": 4198 + "serialized_chars": 7879, + "estimated_input_tokens": 1970, + "estimated_eval_tokens": 4196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are only loosely related by CI/test infrastructure and are not the same underlying change. They target different areas: a grafana/testing workflow tweak, a broad test migration, and a PEFT integration CI update.", - "confidence": 0.96, + "summary": "These are three separate open PRs that all happen to touch testing/CI infrastructure, but they target different changes: a grafana/CI secret and model tweak PR, a broad test migration PR adding kernel/model tests, and a PEFT integration CI PR updating workflow branching and peft integration code. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45932 is the most representative only in a loose cluster sense: it has the broadest diff footprint and the most discussion/review activity, but it still does not match the others as the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46891 is the most narrowly scoped and coherent of the three, focused on PEFT integration CI, while the others are broader or clearly unrelated experiments.", + "best_pr_reason": "PR 45932 is the best single representative of the set because it is the most active and cross-cutting PR, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test/CI-related, but one is a grafana/testing workflow and model mapping tweak while the other is a broad test migration; they do not fix the same concrete problem." + "reason": "Different underlying work: 45932 changes CI secrets plus model code in aimv2/auto-mappings/other model files, while 46100 is a test migration adding kernel tests and DDP YAML. Same general testing theme, but not the same fix/change." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "Shared CI workflow editing is too broad to imply duplication; 45932 is a grafana/testing experiment plus model changes, while 46891 is a PEFT integration CI change." + "reason": "Both touch .github/workflows/pr-ci-caller.yml, but 45932 adds OTEL secrets and model-related edits, whereas 46891 changes the push branch/workflow target and peft integration code. They are not the same concrete change." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "These touch different test surfaces and purposes: altclip/vit kernel test migration versus PEFT integration CI. No shared bug or mergeable single change." + "reason": "46100 is a large test migration adding model/kernel tests, while 46891 is a PEFT integration CI change with workflow edits and small peft-related code. Shared testing/CI context is too broad to merge as duplicates." } ] }, @@ -23695,7 +23763,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23711,7 +23779,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "06762fbdcc6c479b228fd37d18470106fb3d7dba2ecb212c0bc6ce41799b0bad", + "prepared_review_unit_hash": "d11d51fcb7873039c207311da705feb80f5e4e9c0f5963266998d315814774c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23733,18 +23801,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate PRs: one is a focused EP/Trainer integration change, the other is a broad distributed branch base with many unrelated distributed/FSDP/modeling updates. Shared filenames alone are not enough to make them the same underlying change.", - "confidence": 0.91, + "summary": "The two PRs overlap in distributed-module filenames, but they are not the same underlying change: one is a focused EP/trainer integration, while the other is a broad distributed branch-base PR with many unrelated edits.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical representative because it is narrowly scoped to EP + Trainer integration and a specific distributed code path, whereas #46269 is a broad base-branch PR spanning many unrelated distributed changes.", + "canonical_pr_reason": "PR 46126 is the more focused and coherent change set, centered on EP router parallel and trainer integration; PR 46269 is a broad umbrella branch-base PR spanning many distributed areas, so it is not a good canonical duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best fit for the cluster\u2019s concrete theme since it targets a specific feature integration; #46269 is too wide-ranging to serve as a clean canonical change.", + "best_pr_reason": "PR 46126 best represents the specific concrete code-path change in this cluster. PR 46269 is too wide in scope and mixes multiple distributed subsystems, making it a poor representative for duplicate triage.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs do not appear to fix the same concrete problem. #46126 is a targeted EP/Trainer integration PR, while #46269 is a large distributed branch base touching many areas (FSDP, modeling, integrations, CI). Shared distributed filenames are incidental, not evidence of one mergeable change." + "reason": "Shared distributed filenames are not enough here: 46126 is a narrow EP/trainer feature, while 46269 is a large branch-base PR touching many unrelated components. They do not appear to fix the same concrete bug or change." } ] }, @@ -23758,7 +23826,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23810,196 +23878,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "fde05b75aa575f0e080b8ed56af24affebe6da1ccfb23cf697b4488ee16ce46b", + "prepared_review_unit_hash": "54f3aa9a77d17ace25d8638d8427ee831119765a6829cf98d87d654d70d0b717", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25926, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25917, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25926, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25917, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-chore PRs. The only tight subgroup is the pr-ci-security-gate changes, but those are complementary hardening edits rather than the same duplicate fix.", - "confidence": 0.9, + "summary": "This cluster is mostly a grab bag of small workflow-maintenance PRs. Despite the generic similarity signals, they target different workflows and different changes; I do not see any pair that clearly fixes the same underlying bug or could be safely merged into one PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46554 is the most substantive, concrete security-gate change in the cluster; the other PRs are either unrelated workflow updates or smaller follow-up tweaks/comments around the same file.", + "canonical_pr_reason": "PR 46554 is the strongest representative of the cluster because it makes the most substantive workflow/security hardening change in the shared pr-ci-security-gate area, and the later PRs around that file are closer variants of the same workflow than the others.", "best_issue_reason": null, - "best_pr_reason": "#46554 is the best representative PR because it implements an actual code-path fix in the security gate workflow, whereas the others are narrower permission/comment/secrets adjustments or unrelated workflows.", + "best_pr_reason": "PR 46554 is the best standalone representative: it is concrete, security-relevant, and more central than the other small one-off workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security checks for pr-ci-security-gate." + "reason": "Different workflow files and different behaviors: stdin handling for self-comment CI vs. PR security-gate logic. Similar maintenance style, but not the same bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one fixes shell input passing, the other changes PR CI security-gate permissions/approval behavior." + "reason": "Unrelated workflows and different code paths. One updates self-comment CI command piping; the other changes PR security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow and different purpose; adding a safety comment is not the same change as fixing comment input handling." + "reason": "Different workflow responsibilities: self-comment CI vs. a caller note in pr-ci-security-gate. No shared concrete fix." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different issues; no shared concrete code-path problem." + "reason": "Different workflow files and unrelated changes. The first edits a CI helper invocation; the second changes reusable workflow secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both adjust shell handling, but in different workflows and for different commands; not the same underlying bug." + "reason": "Different workflows with unrelated fixes: comment handling in one workflow vs. commit-message parsing in build-ci-docker-images." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Completely different workflow files and unrelated changes." + "reason": "Both are workflow edits, but one is SSH-runner hardening and the other enables benchmark_v2 on workflow_dispatch. Not the same underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner hardening is unrelated to anti-slop permission scoping." + "reason": "Different workflow files and distinct fixes: SSH-runner secret handling versus anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different fixes; no same-bug overlap." + "reason": "Different workflows and unrelated behavior changes. The checkout ref tweak in assign-reviewers is not the same as SSH-runner security updates." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Security-related, but one hardens SSH runner setup and the other changes PR CI gate logic; not the same change." + "reason": "Both concern CI security, but they modify different workflows and different mechanisms. Not one concrete bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and different security issue; not duplicative." + "reason": "SSH-runner hardening and PR CI security-gate permission changes are separate workflow concerns, not a single mergeable fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow edits, but they address different jobs and different behaviors." + "reason": "Different workflow files and different triggers/permissions. Similar broad area only." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow concerns: anti-slop permissions vs reviewer assignment checkout ref." + "reason": "Anti-slop permissions and assign-reviewers checkout ref are unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflows and fixes; no shared concrete bug." + "reason": "Different files and distinct fixes. No shared concrete code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No overlap beyond being workflow files; the changes solve different problems." + "reason": "Security-related in a broad sense, but these are different workflows with different logic and different failure modes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and behavior changes; not the same underlying issue." + "reason": "Assign-reviewers checkout ref and benchmark dispatch support are unrelated workflow adjustments." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "One adjusts reviewer assignment checkout target, the other shell-guards a build-image trigger; unrelated." + "reason": "Different workflows and changes: reviewer assignment checkout ref vs. commit-message parsing in docker-image build CI." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow jobs and different failure modes." + "reason": "Not the same bug or code path; one affects reviewer assignment, the other PR security-gate behavior." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated changes; no same code-path problem." + "reason": "Different workflows and unrelated operational fixes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark trigger support is unrelated to PR CI security-gate logic." + "reason": "Benchmark trigger support and PR security gating are separate workflow changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both involve workflow shell snippets, but they fix different commands in different pipelines." + "reason": "Same general CI ecosystem, but different workflows and distinct fixes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different changes; not duplicates." + "reason": "Build-ci-docker-images commit parsing and PR CI security-gate permissions are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file and same security theme, but the changes are complementary hardening steps, not the same concrete fix." + "reason": "Both touch pr-ci-security-gate.yml, but one edits the reusable security gate implementation while the other changes the caller workflow's permissions/approval wiring. Different concrete changes." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One adds real security checks; the other only adds explanatory comments about safety." + "reason": "The reusable workflow implementation change and the caller-side documentation comment are not the same underlying bug or fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both touch the security-gate workflow, but one checks changed files and the other removes inherited secrets; different code-path problems." + "reason": "One changes the reusable workflow implementation; the other changes the caller's secrets passing. Related file area, but not one mergeable fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating is not the same change as adding safety comments." + "reason": "Caller workflow permission/approval logic and a comment-only safety note are not the same change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security hardening concerns in the same workflow file; not the same underlying fix." + "reason": "Both are caller-side changes, but one adjusts permissions/approval flow and the other changes secrets inheritance. Different fixes and could not be treated as one bug." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A comment-only clarification is not the same as changing secrets inheritance." + "reason": "A documentation comment and a functional secrets-handling change are not the same underlying issue." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes." } ] }, @@ -24013,7 +24093,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24029,7 +24109,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "b7fe947809115619d9400a4c087fcff8aee2fd1127cd0476d2602091148d691a", + "prepared_review_unit_hash": "e787edfe9aaaa687b7f8664f1bd1260da40edefb6837081ba7e27b254de38718", "component_budget": { "node_count": 2, "item_count": 2, @@ -24051,18 +24131,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs try to remove brittle source-file opening, but they fix different code paths in different modules: import-utils helpers vs. attention-implementation detection. They are not the same underlying change.", - "confidence": 0.83, + "summary": "These are related in theme (replacing file-open source introspection), but they target different code paths and are not the same fix. They should not be deduplicated as one PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more self-contained behavioral fix, with explicit tests around `_can_set_attn_implementation`; it is a cleaner representative of this cluster than the broader import-utils refactor.", + "canonical_pr_reason": "pull_request:46207 is the clearest representative because it directly replaces source-file opening in a specific runtime check with inspect.getsource and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 best represents the cluster because it has a concrete functional target and test coverage, whereas PR 46152 is a utility-level source-resolution change in a separate area.", + "best_pr_reason": "pull_request:46207 is the best standalone PR in this cluster: the change is concrete, narrowly scoped, and the bug/fix relationship is explicit.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different underlying bugs/code paths: one changes import-utils source traversal, the other changes modeling_utils attention-implementation detection. Similar motivation, but not mergeable as one PR." + "reason": "Both avoid reading source via open(), but they modify different modules and different mechanisms (_resolve_traversable in import_utils vs _can_set_attn_implementation in modeling_utils). They do not appear to be the same underlying bug or mergeable into one PR." } ] }, @@ -24076,7 +24156,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24139,7 +24219,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24155,12 +24235,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "fc0823a6b8f892e2170b1a8eaa602c0cb66fe163abb278f09566f544e3f72af6", + "prepared_review_unit_hash": "65d03bf996a4490edf35e9d6f0f57b04aa43f805d1fa8343f6793e47f629cda6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4270, + "serialized_chars": 4269, "estimated_input_tokens": 1068, "estimated_eval_tokens": 2392 }, @@ -24168,7 +24248,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4270, + "serialized_chars": 4269, "estimated_input_tokens": 1068, "estimated_eval_tokens": 2392 }, @@ -24177,18 +24257,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address path-traversal hardening, but they target different untrusted inputs and different loader code paths: one validates shard filenames from a checkpoint index, the other validates `transformers_weights` in config. They are related security fixes, not duplicates.", - "confidence": 0.96, + "summary": "Both PRs harden local checkpoint loading against path traversal, but they protect different untrusted inputs in different code paths (`weight_map` shard filenames vs `transformers_weights` explicit filename), so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46281 is the better canonical representative because it fixes a concrete, well-scoped traversal bug in the sharded-checkpoint loader (`hub.py`) with direct containment checks on shard paths.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: PR #46281 fixes shard-file path traversal from the checkpoint index, while PR #46890 fixes a separate explicit-filename path traversal in `transformers_weights`.", "best_issue_reason": null, - "best_pr_reason": "PR #46281 is the strongest standalone representative for this cluster: it addresses a specific code-path vulnerability, has a clear threat model, and is easier to anchor as the primary fix than the more general config-field hardening in #46890.", + "best_pr_reason": "If forced to pick one representative, #46281 is the cleaner canonical example of the cluster\u2019s security theme, but it should not subsume #46890 because the underlying bugs differ.", "soft_edge_verdicts": [ { - "left": "Fix path traversal in sharded-checkpoint loader via the index weight_map", - "right": "Reject path traversal in the `transformers_weights` config field", + "left": "pull_request:46281", + "right": "pull_request:46890", "accept": false, - "reason": "Same vulnerability class, but different sources of untrusted paths and different code paths; they would not naturally merge into one PR." + "reason": "Different vulnerable inputs and call paths: #46281 validates shard filenames from the index `weight_map` in `hub.py`, while #46890 validates `transformers_explicit_filename` from config in `modeling_utils.py`. Same broad security theme, not the same bug." } ] }, @@ -24202,7 +24282,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24218,12 +24298,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "36025a8ac92a0d6252260dddeafe2e4bfa1daad41e63d325a365cb294e3d97e0", + "prepared_review_unit_hash": "c1d0e855200c90e14d4067786409bb1f4fcc92bda1cc0849463721999c96a1fc", "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 }, @@ -24231,7 +24311,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4850, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24240,18 +24320,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one right-window boundary bug in the sliding-window mask logic; 46546 is the more complete fix because it covers an additional affected model and adds tests.", - "confidence": 0.89, + "summary": "Both PRs fix the same off-by-one sliding-window boundary in Moonshine streaming\u2019s mask function; PR 46546 is the broader, more complete version with tests and an additional Gemma4 fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it applies the boundary fix to both Moonshine streaming and Gemma4 and includes test coverage, making it the more complete implementation of the same bug fix.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it addresses the same Moonshine boundary bug and includes a test plus an additional related fix, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative for this cluster: it addresses the same concrete boundary bug as 46310, but with broader coverage and tests.", + "best_pr_reason": "PR 46546 is the best representative of the cluster since it contains the same core bug fix as 46310 and adds validation and a second implementation update.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs correct the same right-boundary off-by-one in the sliding window mask (`-dist <= right_window_size`), and they could plausibly be combined into one fix since 46546 includes the Moonshine change plus the same fix for Gemma4 and tests." + "reason": "Both PRs change the same Moonshine streaming right-window boundary check from `<` to `<=`, fixing the same underlying off-by-one bug in the same code path; 46546 is a superset, so they are duplicate-compatible." } ] }, @@ -24265,7 +24345,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24287,58 +24367,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "f92788fb9c22f4270debdb4c090ef3bd67da695e452641653bad14445b014538", + "prepared_review_unit_hash": "6aaf5a1e829f3c7e018f3cc7e35a9b88a6312b3bf1ebdf083f151c74a55794e8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14156, - "estimated_input_tokens": 3539, - "estimated_eval_tokens": 7334 + "serialized_chars": 14158, + "estimated_input_tokens": 3540, + "estimated_eval_tokens": 7336 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14156, - "estimated_input_tokens": 3539, - "estimated_eval_tokens": 7334 + "serialized_chars": 14158, + "estimated_input_tokens": 3540, + "estimated_eval_tokens": 7336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five items are unrelated pull requests spanning distinct features/fixes (continuous batching multimodal support, HunYuan VL, RADIO, Nemotron Omni, and Gemma masking), so there is no duplicate cluster here.", - "confidence": 0.97, + "summary": "All candidates are distinct PRs: three are separate model-support additions, one is a continuous-batching multimodal feature, and one is a Gemma masking bugfix. The soft-similarity signals are broad and do not indicate true duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:46425 is the most self-contained standalone model-support PR, but this cluster does not contain a true duplicate canonical pair.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "pull_request:46425 is the most representative standalone PR in this mixed set; the others are either a much larger feature or an unrelated bugfix.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different model/runtime areas: continuous batching multimodal support versus adding the HunYuan VL model and its docs/tests. Not the same code-path change." + "reason": "Different subsystems and code paths: continuous batching/multimodal runtime vs adding a specific model implementation and docs." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "One is a generation/continuous-batching engine change; the other adds RADIO model support. Broadly both touch Transformers, but they fix unrelated problems." + "reason": "One is a continuous-batching feature; the other is a new RADIO model support PR. Same broad ecosystem, not the same change." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and behavior; not mergeable as one fix." + "reason": "Both add model support, but for different architectures and files; they are separate model integrations, not one fix." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model integration versus Gemma bidirectional attention masking bug. Different subsystems and no shared concrete defect." + "reason": "RADIO model support and Gemma sliding-window attention masking are unrelated changes with no shared concrete bug or patch target." } ] }, @@ -24352,7 +24432,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24368,12 +24448,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "3c66bd14e87d5f0baed792733e09209782e1999d576a666211aeb423a8905a8c", + "prepared_review_unit_hash": "9307db0811f971f8a5317e83dbb28e9ff519c969b59353296ccdcdfa4c6f50cf", "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 }, @@ -24381,7 +24461,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24390,18 +24470,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode stripping, the other changes DeepSeek-Coder/DeepSeek-LLM tokenizer-class loading. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: one fixes CodeLlama decode behavior in the tokenizer implementation, the other fixes DeepSeek-Coder/DeepSeek-LLM loading to the correct tokenizer class in auto-tokenization. They affect different code paths and should remain separate.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths and model families.", + "canonical_pr_reason": "No canonical PR: 46574 is a CodeLlama decode-space fix, while 46580 is a model-class selection fix for DeepSeek checkpoints.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good cluster representative; they are separate fixes rather than alternate solutions to the same issue.", + "best_pr_reason": "No single best PR for the cluster; the two PRs solve unrelated bugs in different modules and do not subsume one another.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: CodeLlama decode-space stripping versus DeepSeek tokenizer-class selection/loading." + "reason": "Different underlying problems: CodeLlama decoder stripping leading spaces vs. DeepSeek checkpoints loading the wrong tokenizer class. They do not share the same concrete code path or merge into one PR cleanly." } ] }, @@ -24415,7 +24495,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24431,7 +24511,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "3175ff8588028bcf83b1758f52aa27115eeace1df526e79bf2ba2793f80e0eef", + "prepared_review_unit_hash": "bd0b6e72a1ee96d9b252868a9e1b5b3dfaaec2077b61a2b201a2e70ca5bf0eff", "component_budget": { "node_count": 2, "item_count": 2, @@ -24453,18 +24533,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different Mistral-related pull requests: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap on files because they touch the same subsystem, but they are not the same underlying change.", + "summary": "These are two distinct Mistral PRs that overlap in touched files but not in underlying change: one moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared filenames are incidental, not a duplicate signal.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantial and representative Mistral tokenizer change; PR 46603 is mainly a refactor/move of existing converter code.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the more feature-complete Mistral change set, but it is not a duplicate of 46603; the two PRs address different code paths and should remain separate.", + "best_pr_reason": "PR 46604 is the strongest standalone PR here because it introduces new tokenizer behavior and utilities, whereas 46603 is a narrower packaging refactor.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: 46603 is a refactor moving `MistralConverter` into a package, while 46604 adds tekken tokenizer detection/conversion/save logic. Shared Mistral files are incidental; the concrete changes are different and would not plausibly be merged as one PR." + "reason": "Do not merge: 46603 relocates `MistralConverter` into `integrations/mistral`, while 46604 adds tekken tokenizer detection, conversion, and save support. They touch the same Mistral area but fix different problems and would not plausibly be one PR." } ] }, @@ -24478,7 +24558,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24496,7 +24576,7 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46781" ], - "prepared_review_unit_hash": "be0202feeaf4315aef2a3a1f2f4a7c7ae02102e17ea1522d1479e2a4045f9f82", + "prepared_review_unit_hash": "26d606a82b35a0e1ea0fba4a232190a1db92867f163426afd9dfcf96b73678d5", "component_budget": { "node_count": 3, "item_count": 3, @@ -24518,24 +24598,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are in adjacent linear-attention/cache areas, but they fix different bugs: chunked-prefill/speculative decoding state reuse, padding-mask application for batch size 1, and QuantizedCache construction for hybrid models. They should not be merged as duplicates.", + "summary": "All three items are pull requests and they address different bugs: two model-forward-path fixes and one QuantizedCache hybrid-model fix. Despite some shared model filenames, they are not the same underlying change, so the soft links should be rejected.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46741 is the strongest canonical PR: it targets a concrete execution-path bug in chunked-prefill/speculative decoding across several linear-attention/hybrid models and has the clearest code-path-specific fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the broadest and most central forward-path fix, spanning several affected model implementations, but it is still a distinct change from the other two PRs.", + "best_pr_reason": "PR #46741 is the best representative of the cluster because it fixes a specific runtime bug in model forward logic, is broader in model coverage than #46773, and is more directly related to the shared Bamba/Falcon/Granite/Nemotron/Zamba code paths than the cache-layer change in #46781.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Shared model files and linear-attention context, but the bugs differ: 46741 fixes cache reuse during chunked-prefill/speculative decoding, while 46773 fixes padding-mask logic being skipped for batch size 1." + "reason": "Shared filenames are not enough here: #46741 fixes chunked-prefill/speculative decoding state handling, while #46773 fixes padding-mask application for batch-size-1 linear-attention models. Different symptoms, different conditions, different code paths." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "These touch different code paths: 46741 changes model forward/cache behavior, whereas 46781 changes QuantizedCache layer construction for hybrid SSM+attention models." + "reason": "#46741 is a model forward-pass fix; #46781 changes QuantizedCache construction for hybrid SSM+attention models in cache_utils. They touch unrelated failure modes and would not plausibly be merged as one PR." } ] }, @@ -24549,7 +24629,7 @@ { "label": "pull_request", "component_index": 37, - "component_count": 37, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24557,63 +24637,141 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46895-3", + "cluster_id": "cluster-46895-4", "nodes": [ "pull_request:46895", "pull_request:46898", - "pull_request:46903" + "pull_request:46903", + "pull_request:46916" ], "soft_pairs": [ "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", "pull_request:46895|pull_request:46903", + "pull_request:46898|pull_request:46916", "pull_request:46898|pull_request:46903" ], - "prepared_review_unit_hash": "401b1e1c70147f8d98c73b83a9e80d14bb9adfff8493c4d1d4f04d58a4f57069", + "prepared_review_unit_hash": "39218a15dec2b2c04a7cc64e8a0b0d9d23cc19f5fa0296e1cf5a76353a701cd4", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7296, - "estimated_input_tokens": 1824, - "estimated_eval_tokens": 3904 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10575, + "estimated_input_tokens": 2644, + "estimated_eval_tokens": 5544 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7296, - "estimated_input_tokens": 1824, - "estimated_eval_tokens": 3904 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10575, + "estimated_input_tokens": 2644, + "estimated_eval_tokens": 5544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three model-specific PRs all fix a similar training-loss double-shift pattern, but each targets a different architecture and code path, so they should be triaged separately rather than merged as duplicates.", - "confidence": 0.91, + "summary": "This cluster is about a repeated training-loss double-shift pattern across several model-specific PRs. The Florence2 and CohereASR changes overlap with the broader roll-up PR 46916, but PPFormulaNet is a separate code path and the cross-model pairings should not be merged just because they share the same bug pattern.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46903 is the strongest representative: it has the clearest title, touches the model implementation plus tests, and fixes the same loss computation pattern in a self-contained way.", + "canonical_pr_reason": "46916 is the broadest representative: it covers the exact Florence2 and CohereASR loss-path changes in one PR, making it the best cluster anchor even though it bundles two model fixes.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46903 is the best overall PR candidate because it is the most complete and explicit fix, with test coverage and a precise description of the bug being addressed.", + "best_pr_reason": "46916 best represents the shared training-loss double-shift fix because it includes both affected model paths and the same loss computation change, while the others are narrower model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46898", "accept": false, - "reason": "Both PRs fix a similar label-shift loss bug, but they apply to different models (CohereASR vs Florence2) and different forward paths; they are not the same underlying change." + "reason": "Same general symptom, but different models and code paths (CohereASR vs Florence2); too broad to treat as the same PR change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": true, + "reason": "Both fix the CohereASR training-loss double-shift on the same forward/loss path; 46916 just bundles an additional Florence2 fix." }, { "left": "pull_request:46895", "right": "pull_request:46903", "accept": false, - "reason": "The bug pattern is similar, but the PRs modify different model implementations and are not mergeable into one concrete code-path fix." + "reason": "PPFormulaNet is a separate model and implementation; this is not the same concrete bug/change as the CohereASR fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": true, + "reason": "Both touch the Florence2 training-loss double-shift path, so they address the same underlying bug in the same model." }, { "left": "pull_request:46898", "right": "pull_request:46903", "accept": false, - "reason": "These are separate model-specific loss fixes in different files and architectures; shared symptom alone is not enough to treat them as duplicates." + "reason": "Different models and loss implementations; no shared concrete code-path bug to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46907-2", + "nodes": [ + "pull_request:46907", + "pull_request:46908" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46908" + ], + "prepared_review_unit_hash": "0ee4faccda813f7fe6cec612d05e150972cfe12710b67830e47c4b2b9d618541", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes EdgeTAM\u2019s forward pass by stripping an invalid processor kwarg, while the other changes DeepSeekV32 tests to provide an offload folder during loading.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46907 is the stronger standalone candidate because it fixes a concrete model forward-path bug in code, whereas PR 46908 is a test-only adjustment for loading setup and does not address the same kind of underlying issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models, different failure modes, and different fixes: EdgeTAM removes an unsupported kwarg in model forward, while DeepSeekV32 only changes test loading parameters. 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review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..969800ff5b750afdebe143f9f5d711b47d426c5d --- /dev/null +++ b/snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24786 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260626T120015Z", + "generated_at": "2026-06-26T12:13:37Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": 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same failure class and plausible single fix." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: Liger Kernel cross-entropy path vs GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms: detokenization regression vs LoRA merge/save output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated: Qwen NVFP4 runtime error vs LoRA merge/save inconsistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Different problems: processor failure for Voxtral vs remote-code config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model/hardware problems; not the same concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is a weight shape error and the other is a collective mismatch; not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different training-time failures: FSDP/checkpoint recomputation mismatch vs mask shape index error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but different concrete contexts (CPU offload vs meta->to_empty materialization); not enough to call them the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different hardware/runtime issues: MPS histogram op limitation vs multi-GPU device map failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: ZeRO-3 Bert index error vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different areas: FSDP activation checkpointing mismatch vs CustomTrainer API signature regression." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: ZeRO-3 Bert loading vs GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: dtype mismatch in Mistral-3 preprocessing/model vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different failures and models; no shared underlying code-path." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different model features: reverse embedding lookup vs video token/feature mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different model-specific regressions: Gemma3 config attribute vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Near-identical torch 2.4.1 incompatibility reports; same underlying compatibility issue." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 problems: device mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different issues: Torch 2.10 incompatibility vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: FSDP/checkpoint tensor recomputation vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime paths: autocast dtype mismatch vs MPS histogram int limitation." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model failures; no same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: Qwen NVFP4 runtime error vs TRL SFT embedding unpacking." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs in different backends; not mergeable as one fix." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; only broad similarity." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: TRL SFT embedding handling vs GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: Liger Kernel cross_entropy dispatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model/loading paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs issues, but they cover different removed features and different documentation locations." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch vs GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated DeepSpeed collective mismatch and trainer signature regression." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: FSDP/checkpoint mismatch vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: GPT-OSS on AMD GPUs vs outdated RAG docs/examples." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: Liger Kernel cross_entropy path vs mask-shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well-supported by the titles/body context: 43596\u219443638 and 45800\u219446515 are clear duplicate-class matches, and 44509\u219444512 is a reasonable docs-cleanup grouping. The remaining soft matches are mostly rejected with appropriately cautious reasoning, and the summary does not overclaim broader duplication beyond the 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": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "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:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "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:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "169078e0c2da027a8823e15e5b93c034466b15ab36c6623b63f44c78b30a18d2", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40042, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only see two strong duplicate pairs: a broad AutoTokenizer v5 regression and a repeated ZeRO-3 loading IndexError on model init. The rest look like separate model- or subsystem-specific failures.", + "confidence": 0.8, + "canonical_issue_reason": "issue:45920 is the best canonical issue for the tokenizer regression because it states the broad v5 AutoTokenizer wrong-token-ID bug across many models, making it more representative than the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative issue in this set: it captures the broadest, clearest root problem and has the most general applicability among the related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs missing Sam3 text encoder weights." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version compatibility, but one is a general torch/transformers incompatibility claim while the other is a specific USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL loading in vLLM versus a PyTorch distributed-build regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 model-loading IndexError path, just on different model classes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and symptoms: missing Gemma3 config attribute in vLLM versus CUDA assert during Qwen3 auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different outdated examples and no shared underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the PyTorch distributed support breakage." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: AMD GPU model support vs table-question-answering task crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different problems: detokenization regression versus outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and code paths: device-map forward mismatch versus chat-template video token mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is not the same as the PyTorch USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression causing wrong token IDs; 45920 is the broader report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but on different model families and likely different root causes." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes Int8Params constructor mismatch is unrelated to distributed support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to RAG docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the concrete failures and model families differ too much to treat as one bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-index failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures with no clear shared code path." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table QA crashing." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/can't-run issue has nothing to do with PretrainedConfig pydantic fields." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "The ZeRO-3 model-loading bug is not the same as a general torch/transformers compatibility complaint." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming API failure; too different to merge." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE/runtime failures: torch dynamo grouped_mm tracing versus an MPS histogram kernel gap." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model execution and table QA crashing are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config attribute failure and Gemma4 device mismatch do not share the same concrete bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram kernel issue." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different code paths and backends; no shared underlying defect." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE models, but grouped_mm tracing and autocast dtype mismatch are distinct bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading and template-node compilation are unrelated failures." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head tying bug and checkpoint corruption are separate issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different shapes and different loading scenarios." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code config_class lookup are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and broken PretrainedConfig pydantic field are different configuration regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device placement are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The two accepted pairs are supported by the packet titles: 45812/45920 are the same AutoTokenizer v5 regression, and 41762/43596 are both ZeRO-3 index errors during model loading. The remaining soft-edge rejections stay conservative and the cluster summary doesn\u2019t overstate shared root causes." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "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:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "08e6edde253c752b2bb70ba4086da9050ead3311602728bba59766af36f1eb25", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: it mixes unrelated regressions across model loading, multimodal/video handling, tokenizers, quantization, and distributed training. None of the soft pairs look like safe duplicate merges, so I rejected them all.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: it captures recent transformers-version breakage affecting remote-code models and serves as the best umbrella issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue candidate because it is clearly scoped, widely applicable, and more central than the other mostly model-specific regressions in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Both involve model support/load failures, but one is PaddleOCR-VL loading in vLLM and the other is GGUF gpt-oss architecture support; different code paths and fixes." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is int4 quantization memory/OOM behavior, the other is tied-weights handling on translation models; same broad version theme, not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related runtime failures, but one is a mask/index mismatch and the other is unpacking Qwen3.5 embeddings with TRL SFT; not the same underlying defect." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is a different issue from GPT-OSS tensor-parallel support; different model and failure mechanism." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference are distinct model/runtime problems." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument handling is a separate initialization bug from pydantic `PretrainedConfig` field compatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the `PretrainedConfig` pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is zero-sized parameters with DeepSpeed ZeRO-3 and BertModel." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-compatibility complaints, but one concerns remote_code model breakage while the other is a torch/transformers incompatibility; too broad to merge." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as Qwen3.5 video token/feature mismatch in apply_chat_template." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a quality/regression comparison and the other is a bad AutoModel/pipeline output bug; not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input regressions, but the affected models and described failure modes differ; not enough evidence for one underlying bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "An official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Unwrapping `text_config` for composite Qwen multimodal configs is a different bug from uninitialized `inv_freq` after `to_empty(cuda)` materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 initialization and resuming local trust_remote_code training are separate loading/training flows with different failure points." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 integration issues are not the same as the remote-code `config_class` AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and TRL embedding unpacking failure are different multimodal/training bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are different model-specific reports with no shared failure mode." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model Jupyter initialization breakage is unrelated to the FA2 fallback gating issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch trust_remote_code/custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; related area, not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and likely different tie-handling code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8Config failure is unrelated to FA2 fallback blocking checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weights handling on translation models." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a separate Qwen3.5 cache/kernel issue, not tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer math issue and a docs typo are clearly unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo documentation and removed run-command documentation are different docs issues, not duplicates." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regression in translation models." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation error messages, but one is generic XOR validation across models and the other is T5 decoder-input validation; different code paths." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "DeepSeek-Coder tokenizer output regression and CodeLlama leading-space round-trip regression are distinct tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "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:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "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:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "de3e24e06f8a3f169cd52577e28b2cc3354ac1ba8329e5cd824c5e0f81e8d0d8", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37031, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: the non-persistent-buffer regression around `from_pretrained`, the `cache.get_seq_length()` return-type bug, and a tokenizer regression affecting DeepSeek-Coder v1 / multiple v5 tokenizers. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "#43950 is the strongest representative of the clearest duplicate subgroup: the Transformers v5 non-persistent-buffer regression. It is phrased broadly and matches the related buffer-corruption reports best.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best issue to anchor the cluster because it describes a broad, concrete regression and has the most direct duplicate matches among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: DeepSeek-Coder detokenization vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated problems: Qwen3.5 embedding unpacking in TRL vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both report Transformers v5 corrupting/filling non-persistent buffers with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Different issues: docs/model-processor mismatch and quantization failure vs poor SigLIP2 text embedding quality." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying bug: both describe Transformers v5 corrupting non-persistent buffers during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths: custom loss signature change vs DeepSpeed ZeRO-3 loading index error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related, but the concrete errors and libraries differ (bitsandbytes Int8Params vs missing Float8 storage)." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different symptoms and models: autocast dtype mismatch vs Qwen3.5 RLHF gradient explosion from 3D position IDs." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache bug: `cache.get_seq_length()` returns a tensor instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family: both report incorrect tokenization/output in Transformers v5+ after the tokenizer changes." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different scope: SigLIP2 embedding quality vs a general tokenization change regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related model family, but one is zero probabilities and the other is broader embedding degradation; not clearly the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention bad buffer values, but one is a general `from_pretrained` regression while the other is a specific Qwen3_5MoE `to_empty`/materialization issue." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and errors: Voxtral tokenizer error message vs Molmo missing `all_tied_weights_keys` attribute." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a quality complaint and the other is an implementation discrepancy with JAX; not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different specific failures: Flash Attention illegal memory access vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different performance issues: ineffective gradient checkpointing with LoRA vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model-specific bugs: Gemma-4 FSDP2 key error vs Qwen3_5MoE uninitialized rotary embedding memory." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different loading failures for different models; no shared underlying bug is evident." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy logging, the other is a model loading failure; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated: DeepSeek detokenization vs Python 3.13 flash_attn import lookup." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noisy loading output vs a specific model not loading; not the same underlying problem." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different problems in different training paths: LoRA checkpointing vs Qwen3 MoE memory usage." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training issues: DeepSpeed weight shape error vs early stopping metric configuration." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related to remote-code handling, but one is missing fields in AutoConfig and the other is a broader v5 remote_code breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and mechanisms: Gemma3 ZeRO-3 loading index error vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: tokenizer loading regression vs flash-attn2 fallback gating." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different incompatibilities: missing Qwen2_5_VL symbol vs bitsandbytes Int8Params constructor change." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight_only load error vs GLM5 issue." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: GLM4V loading failure vs Molmo missing attribute." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/backend errors: MPS histogram on int vs Gemma4 PLE device mismatch on auto device map." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are well supported by the issue titles/descriptions, especially the non-persistent-buffer regression and the cache.get_seq_length() bug. No mergeability problem is present because there are no PRs." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:46894|issue:46897", + "issue:43872|issue:46869", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402" + ], + "prepared_review_unit_hash": "62b48b9dbeec934177f3a3de422c4f76914f45dfbfd0037b04d2e1f8389a9d53", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37084, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose bundle of unrelated transformers regression reports; only a few pairs are true duplicates or near-direct follow-ups. Clear matches are the `_is_hf_initialized` constructor regression, the v5 docs pipeline cleanup, the Qwen3 training-loss double-shift reports, and the Qwen ZeRO-3 weight-loading failures.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43872 is the strongest canonical issue: it\u2019s a concrete, code-path-specific compatibility regression with a clear near-identical follow-up (issue:44291) and an actionable fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best overall anchor for the cluster because it is specific, high-signal, and has the cleanest true duplicate among the candidates; it is a better dedupe representative than the broader umbrella-style reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: tokenizer regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Different root causes: remote_code loading regressions vs a device-mismatch forward bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different failure modes in model/tokenizer registration vs remote_code loading." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Same broad Qwen/LoRA area, but not the same concrete bug or fix." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime issues: autocast dtype mismatch vs device placement mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the underlying bugs differ." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and code paths." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer families, but the reported breakages are not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: v5 removed pipeline tasks and both issues point to stale references." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern; one generic fix could plausibly cover both." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Different subsystems: bitsandbytes/init-arg incompatibility vs multi-GPU device-map failure." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: lm_head tying vs non-persistent buffer corruption." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model loading, but the concrete failures are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` unexpected-argument regression during model init/loading." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code model breakage and missing config_class are different loader problems." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Likely related to Whisper audio loading, but not clearly the same bug from the titles alone." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both touch DeepSpeed, but one is weight loading and the other is gradient averaging." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing capability flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated errors: Trainer signature mismatch vs mask/tensor shape mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading bugs for different architectures." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same ZeRO-3 weight-loading failure pattern in Qwen-family models; likely one loader bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but the specific failures differ." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime bugs: RLHF gradient explosion vs flash-attention attribute error." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape family, but not enough evidence that it is the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video-input regressions for different model families; not clearly the same defect." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different training and image-segmentation issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different problems: PagedAttention cache crash vs checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but for different model classes and causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays appropriately conservative. The accepted soft pairs are well supported by the titles alone: 43827/44509, 43872/44291, 43940/45313, and 46894/46897 all look like true duplicate or near-direct follow-up patterns. The rejected pairs are phrased cautiously and do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534" + ], + "prepared_review_unit_hash": "c2fac74873782cfb09222a8b4acfcc9a5f148d883f4dbaffd16d7713028ffe74", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38342, + "estimated_input_tokens": 9586, + "estimated_eval_tokens": 19428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes several unrelated Transformers v5 regressions (buffer initialization, custom model loading, meta/device-map loading), plus separate model-specific issues for SigLIP2, Gemma4, Qwen, DeepSeek, and others. I only accepted a few soft edges where the titles point to the same underlying bug; most are merely same-subsystem or same-model-family overlaps.", + "confidence": 0.82, + "canonical_issue_reason": "No single issue safely canonicalizes the entire cluster because the items split across multiple unrelated bugs rather than one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the clearest representative of the repeated Transformers v5 non-persistent-buffer regression; it is concrete, broadly relevant, and matches the strongest duplicate pattern in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs: GGUF support for a model architecture vs an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Unrelated failures: deepspeed ZeRO3/Bert indexing vs a torch 2.4.1 compatibility complaint." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and code paths: Qwen2.5-VL rope scaling vs Qwen3.5 MoE rotary embedding uninitialized memory." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding-window behavior are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "ZeRO3/Bert indexing and torch-version incompatibility are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states bug and the other is a device-map mismatch in forward." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Audio track leakage in batched inference is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF model support and Float8 storage lookup errors are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class is not the same as meta-device loading/offload failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and a long-OCR index error do not share the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and meta-loading failures are distinct." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 flash-attn illegal memory access is different from cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Multimodal dtype mismatch for Mistral-3 is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom-model initialization regression; the Jupyter wording looks incidental, not a separate code-path." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video parsing StopIteration and MPS histogram-on-Int are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba SDPA torch.compile failure and Qwen3.5 flash-attn memory access are different concrete failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A failing example script is not the same as GGUF architecture support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch>=2.9 flex_attention regression and torch 2.4.1 incompatibility are opposite-version, unrelated issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration and trl SFT embedding unpacking are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import-path breakage is unrelated to Qwen3-MoE FineGrainedFP8Config." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Different tokenizer regressions: Granite token IDs vs DeepSeek-Coder v1 output with a PR gap." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is not the same as generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 base model producing wrong/degenerate outputs; the second is a fuller symptom description of the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and a mask-shape IndexError are different runtime errors." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization / unsafe dtype-cast problem in multimodal embedders; one report is a narrower symptom of the same bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejecting granite_speech and glm4v config validation changes are not the same issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error do not match." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO3 Bert index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA hf4.x/hf5.x incompatibility and BitNet packed-weight loading are different problems." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic and mask/tensor shape mismatch are separate bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU+CPU offload loading failure and Strix Halo mmap OOM are not the same root cause." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is incorrect outputs while the other is a documentation example with model/processor mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer corruption regression; the later issue is essentially a renamed duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as heterogeneous, and the accepted soft edges are conservative duplicate calls based on the same model/bug pattern. No pair is overstated, and the chosen representative issue fits the strongest repeated regression in the set." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43425", + "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:44451", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:41720|issue:44155" + ], + "prepared_review_unit_hash": "5d240dedc7038a7e273d00218bde6c9c1d4f982bc2e763ed133a50d85b77ebeb", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. The only clear duplicate-like soft edge is the `resize_token_embeddings` regression across model variants; the rest are different models, different APIs, or different failure modes.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the cleanest representative of the shared `resize_token_embeddings` bug: it states the concrete API regression and has a near-identical counterpart in 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best overall issue anchor because it is specific, reproducible, and describes the underlying behavior change rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA compatibility across versions vs Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is an auto-device-mapping CUDA assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different subsystems: Qwen3MoE FP8 config vs Strix Halo mmap/OOM." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles point to different models and no shared concrete bug is evident from the metadata." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 is not the same issue as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Unrelated models and code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan entries." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config initialization; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: ZeRO-3 weight loading vs save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and errors; no concrete shared code-path is implied." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading issues, but they affect different models and the failure descriptions do not match." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0, but one is non-persistent buffer initialization and the other is notebook-defined custom model construction." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: version compatibility for Qwen3 MoE LoRA vs `resize_token_embeddings` not updating output embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a docs/example mismatch plus quantization failure and the other is wrong outputs with AutoModel/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/quantization, but one is training-memory inefficiency and the other is offloading behavior during quantized loading." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory and the other is a Transformers 5.x int4 reserved-memory regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures on different models; no shared underlying bug is apparent." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation is unrelated to optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE version-compatibility issue is unrelated to the token-embedding resize regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is unrelated to quantized-model save/load corruption after sinq." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a double-shift training-loss pattern, but the titles indicate different model implementations with no proof of the same code path." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the specific tokenization bug differs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat-generation crash and Gemma4Processor serve crash are different bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate updated embeddings/output heads across model variants." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different state/init bugs: extra_state save/load handling vs unexpected `_is_hf_initialized` during init_empty_weights." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but the concrete failures are unrelated: packed-sequence misinterpretation vs `s_aux=None` AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is a different bug from model loading failure on another BERT model." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to the GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as `torch.device('meta')` loading breakage." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 embedding/token leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45335, is well-supported by the near-identical `resize_token_embeddings` regression pattern across model variants. The remaining rejects are appropriately cautious given the titles and metadata. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44079|issue:46829", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:42947|issue:45704", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828" + ], + "prepared_review_unit_hash": "076000a185757a5ebd2b443d31fb8985769c5eb038d6a4de47ffdc84ffb6d745", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated transformer bug reports, but it does contain two real duplicate subclusters: resize_token_embeddings embedding-tie regressions and training-loss double-shift reports.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the broadest and clearest representative of the resize_token_embeddings regression family, covering both embed_tokens_per_layer and output_embeddings; it can subsume the narrower follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best single issue representative in this cluster because it states the shared embedding-resize failure most completely and has the cleanest path to absorb nearby variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are model-specific regressions in different code paths; too broad to merge confidently." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated output-shape bugs: ModelOutput key assignment vs VideoPrism hidden_states wiring." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 OOM from reserved memory; different failures." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different problem domains: init_empty_weights argument handling vs Strix Halo mmap OOM." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "PEFT/gradient-checkpointing behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Loading with init_empty_weights/_is_hf_initialized is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 attention KeyError and Qwen3_5Moe CPU-offload rotary embedding are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but one is int4 quantization reserved-memory growth and the other is mmap policy on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing misuse in eval mode is not the same as LoRA checkpointing being ineffective." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated inference/training bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Model loading with torch.device('meta') and disabling mmap on Strix Halo are different loading/memory issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention KeyError are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug family; 45276 is the broader report and 45292 is a narrower manifestation." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official example may be related by ecosystem, but not clearly the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen video-input regression and granite_speech config strictness are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling is unrelated to mmap OOM behavior." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions propagation and the other is wrong module resolution; different code paths." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are separate model-specific problems." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message logic." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings failure to update downstream embeddings; 45335 is a model-specific instance of the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug: both describe training against already-shifted labels." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device model-loading failures are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are distinct issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load handling are different failure modes." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader and different from the Phi-tiny-MoE autocast dtype mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted duplicates are well supported by the titles, and the rejected pairs are framed narrowly enough to avoid overclaiming sameness." + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899" + ], + "soft_pairs": [ + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:45479|issue:46897", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:44987", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "42d96cd555882e9d5e7618551ba107144420157d4e6dc9d0e4f1e14b0ff63295", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36878, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers v5 regressions across tokenizers, model loading, quantization, and multimodal paths. I found no soft-edge pair that clearly refers to the same underlying bug/change, so all candidate merges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45812 is the strongest representative issue: it describes a concrete, high-impact v4\u2192v5 regression with broad tokenizer corruption across all Granite models and clear user-visible fallout.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best overall issue candidate because it is specific, reproducible, and a broad silent regression rather than a narrow edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizers, but one is a slowdown in convert_tokens_to_ids and the other is a CodeLlama round-trip whitespace regression; different bugs and code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID corruption is unrelated to convert_tokens_to_ids performance; same subsystem, not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline behavior and generic tokenization changes are too broad and do not match the same failure." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression is separate from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs Mistral tokenizer regex patch compile error." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are loading-related, but base_model_prefix loading and Jupyter custom-model initialization are distinct issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device-map forward mismatches." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version compatibility and YOLO multi-GPU device-map forwarding are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Global torch compatibility and Gemma4 PLE device mismatch are different code-path problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to identify the same bug as the Qwen3.5 cache crash." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models is different from a mask-shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template node compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment are different defects." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are distinct loading bugs." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 fallback on git-oss-20b are separate regressions." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "sinq save/load breakage and mistral_common continue_final_message behavior do not share the same root cause." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping in composite Qwen configs are different mechanisms." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue and a mistral_common tokenizer bug are not the same concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a broader MoE loading regression and the other is a specific weight-shape mismatch; not enough to merge." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Two tokenizer loading failures in different models and different code paths; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map forward mismatch differs from the 4-bit dtype-cast problem in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss bug and CohereASR training-loss double-shift are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Sequence-classification zero-loss bug is not the same as the Florence2 training-loss double-shift regression." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling and TimesFM window_size AttributeError are different loading/runtime issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading cjvt/sleng-bert and loading physical-intelligence/fast are separate model-specific failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Sleng-bert load failure and Mistral regex patch crash are unrelated tokenization/loading issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:43883|issue:44488", + "issue:40444|issue:46326", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "1262685ef501325432e541ae7f372418c4dac55ef07b306d1ab9fb1a4950dfd2", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36717, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Nearly all candidate edges are false positives: they share broad themes like tokenizers, v5 regressions, or model loading, but not the same concrete bug. The only plausible duplicate is the audio feature-extraction pair around `_torch_extract_fbank_features()` / `LasrFeatureExtractor` center-arg handling.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44206 is the clearest representative of the one likely duplicate pair because it states the specific regression and failure mode; issue:44220 looks like the same audio fbank extraction path but is phrased more generically.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the best issue to keep as canonical: it is specific, user-facing, and points to the likely root cause in the feature extractor rather than the downstream crash wrapper.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is about `AutoTokenizer` ignoring `tokenizer.json` while the other is a DeepSeek-Coder v1 output regression on v5+; different failures and likely different fixes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but one is about `base_model_prefix` and the other about non-persistent buffers being filled with junk; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral3 `lm_head` weight tying are unrelated bugs." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific loading issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer `add_special_tokens` conflict and Qwen3Moe FP8 config failure are unrelated errors." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast `NoneType` error and Whisper `return_language` pipeline behavior are separate subsystems and bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral3 image preprocessor dtype mismatch is unrelated to a template-node compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement, but XLNet positional encoding on CPU and Qwen rotary embedding CPU offload are different model/code-path problems." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`add-new-model-like` mapping logic and compiled `flex_attention` on torch >=2.9 are unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is not the same bug as PagedAttentionCache rejecting `linear_attention` groups." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but they target different models and symptoms; no clear shared concrete code defect." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on one model and runtime tokenizer post-processor updates are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache group-type crash are different model/runtime problems." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing failure in Mixtral and template-node compilation failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization regressions are related to v5 but not the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are distinct regressions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing TensorFlow in the `.[torch]` install extra and missing `tensorflow_text` in backend mapping are packaging issues, but not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on Molmo and failure to load `cjvt/sleng-bert` are separate model-loading issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image iterable dataset failure and `continue_final_message` on mistral_common tokenizers are different features and failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path: a `center`/fbank handling regression that crashes in `_torch_extract_fbank_features()` and surfaces through `LasrFeatureExtractor`." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper `batch_decode` skipping special tokens and empty-transcription generation after `align_special_tokens` are different decoder behaviors." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading breakage for auto loaders and Qwen2.5-GGUF failures in v5 are both loader regressions, but not the same concrete defect." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflicts and custom-model initialization in notebooks are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both involve model/tokenizer loading on v5+, but the affected repos and failure modes differ and there is no clear shared root cause." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are distinct loading paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation errors and GraniteMoEHybrid invalid method calls are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask mismatch are different issues." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading in GraniteSpeech and mistral_common `continue_final_message` behavior are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failures for a specific model are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:44206 vs issue:44220, is a plausible same-bug audio feature-extraction duplicate based on the titles. The remaining rejections are appropriately cautious and do not overstate 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": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43646|issue:44534", + "issue:45084|issue:46869", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44008|issue:46899", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43611|issue:44534" + ], + "prepared_review_unit_hash": "075524ff8a534b513eee92c62c4faae68d6adde75cc8eeb55c4a5644712149cc", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36206, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a mixed bag of largely unrelated Transformers bugs. None of the soft pairs look like true duplicates or the same concrete fix, so I reject them all. If one issue must be used as the representative center, 45081 is the most concrete and actionable candidate.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45081 is the strongest representative: it has a concrete tokenizer crash, explicit traceback context, and multiple inbound references, making it the most actionable issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45081 is the best overall tracking issue because it is specific, reproducible, and likely to anchor discussion/fixes better than the more vague or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: custom model init in notebooks vs non-persistent buffer initialization. Same major version context, not the same underlying issue." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs YOLO auto device-map multi-GPU failure." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different model paths and symptoms; Whisper runtime failure is not the same bug as YOLO multi-GPU device mapping." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is about noisy loading logs; the other is a tokenizer regex crash. Not the same code-path problem." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization issue vs buffer corruption on load; related to v5 regressions, but not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions in Qwen family: hidden-states handling vs RoPE temporal \u0564\u056b\u0580 position scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but they affect different models and different mechanisms (padding-mask batching vs STE/latents mismatch)." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention weight tying, but one is a model-definition bug and the other is a device-dependent serialization regression." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache returning the wrong type for sequence length." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal model failures: variable name collision in Gemma 3n vs unsafe dtype casting in Gemma4 quantized embedders." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and model stacks; bad SigLIP2 outputs are not the same underlying problem as OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific checkpoint fails for different reasons than the Mistral tokenizer regex crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure is unrelated to the Mistral regex backend-tokenizer crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping metric resolution and token-count tracking are unrelated Trainer issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config handling vs init_empty_weights/_is_hf_initialized argument incompatibility." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token method conflict and MobileLLM key error are distinct loader issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor conflict is a tokenizer API bug, not the same as loading a particular model checkpoint." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check is a different problem from a processor producing the wrong image size." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve model/runtime compatibility, but one is FP8 config failure and the other is missing storage-object support in deserialization." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation-performance overhead and cache-sequence-length return-type mismatch are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal crashes: Llava Next loading segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both concern Qwen VL variants, but one is a video-input regression and the other is a still-image RoPE scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized compatibility break and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto device-map CUDA assert are different failure classes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "These are related to Qwen3.5 save_pretrained regressions, but the reports focus on different incorrect artifacts and are not clearly the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for a specific model and slow convert_tokens_to_ids performance are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading-noise cleanup do not describe the same problem." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are different model-specific regressions." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix compatibility and non-persistent buffer corruption are different v5 regressions with different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43716|issue:46899", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43404|issue:46899", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:43482|issue:45538", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "394466011fd6bf4651953099007f5ed85e51580bf7d7e0f1ac82c85479519cde", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35859, + "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 mostly a loose collection of transformers regressions and model-specific bugs, especially v5-related tokenizer/model-loading issues, plus a few multimodal training/runtime reports. I don\u2019t see any true duplicate pair among the soft edges; they are related by broad subsystem or version, not the same concrete bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43632 is the broadest, most central transformers-v5 regression in the set: it describes a core initialization flag breakage that can affect many model-loading paths, making it the best umbrella representative for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue because it is model-agnostic and version-wide, whereas most other reports are narrower model-specific tokenizer or multimodal failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: `_torch_extract_fbank_features()` is an audio feature extraction issue, while compiled flex_attention on torch>=2.9 is an attention compiler/runtime regression." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention multimodal dtype problems, but they affect different models and paths: Mistral image preprocessing vs Gemma4 audio/vision 4-bit embedding casts." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL finetuning with multi-image iterable batches is a data/collation failure; the rope-index issue is an inference-time position-id scaling bug." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "These are both tokenizer regressions, but they are different concrete failures: Granite token IDs vs CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is generic noisy logging on transformer load; the other is a tokenizer-loading regression for a specific repository/model." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a training-mode misuse/guard issue, while the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "The former is a transformers v5 initialization-flag regression; the latter is a platform-specific mmap/OOM workaround on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different tokenizer/model-loading bugs: BPE marker handling in Ministral tokenizer vs PEFT-adapter local checkpoint loading in GraniteSpeech." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model execution failure is not the same as the Float8 storage lookup TypeError; they involve different failure points and causes." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training topics, but one is generic multi-GPU training and the other is a specific multi-image iterable dataset failure." + }, + { + "left": "issue:43404", + "right": "issue:46899", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is a model architecture bug; Gemma4 quantization dtype casting is a separate multimodal runtime issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model and Whisper batch_decode skipping special tokens are unrelated bugs in different models and code paths." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/runtime TypeErrors, but one is an unexpected init_empty_weights argument and the other is missing Float8 storage registration." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to an accuracy regression in DeepSeek after a Transformers upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure in v5 and missing pad_token_id on Llama4Config are different model/config regressions." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is an autoregressive cache bug, not the same as finetuning failures on multi-image iterable datasets." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internal-state issues with different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and a TypeError in caching_allocator_warmup on Apple Silicon are unrelated failures." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression for Qwen2.5 and CLIPTokenizer model_max_length behavior are different tokenizer/loading issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates are not the same as add_special_tokens failing to inject BOS/EOS for mDeBERTa-v3 in v5." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is init-flag handling and the other is non-persistent buffers being filled with junk; distinct internal bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window issues in Qwen3-MoE and unexpected _is_hf_initialized argument in init_empty_weights are unrelated and affect different paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and tensorboard-installed-without-TF backend errors are packaging/setup problems, not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model loading with device_map=auto offload is a loading/offload issue, while Qwen3 MoE training memory usage is a training efficiency problem." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token ID regression both involve tokenizers, but they are different failure modes and models." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 and Mistral regex patch crashes are unrelated model-loading/runtime bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Key assignment in ModelOutput and junk-filled non-persistent buffers are separate v5 regressions with different mechanics." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline docs vs broken DIA documentation example are both documentation issues, but they are not the same doc defect or change request." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batch-vs-single mismatch from missing padding mask support is a different bug than Gemma3 NaNs from sliding-window attention/all-padding windows." + } + ] + }, + "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": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43296|issue:46821", + "issue:43611|issue:43646", + "issue:44829|issue:45479", + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "abfaf09bac5384ed88b82a469107761894c1f28a51a766fd87ede734edafa126", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated model-loading, multimodal, tokenizer, and runtime-regression bug reports. None of the soft pairs look like true duplicates or mergeable PR-equivalents, so I would not collapse any of them together.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most active bug report in the set (open, high discussion/inbound references), so it is the best anchor for this mixed cluster, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest standalone triage signal and the widest wording around offloading/quantization, making it the most useful issue to surface from this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different products and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is base_model_prefix loading and the other is custom initialization; different underlying bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate training, but the triggers differ: flash_attention_3 regression vs num_labels=1 / problem_type loss bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated models and code paths: Video-LLaVA temporal attention/weight sharing vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different issues entirely: non-persistent buffer junk in v5 vs ModelOutput key assignment with previously None values." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend installation issue vs model loading failure; no shared concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and symptoms; Video-LLaVA architecture bug vs Qwen3.5 visual encoder save_pretrained regression." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is HF/JAX implementation discrepancy and the other is nonsensical AutoModel/pipeline results; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal failures: iterable dataset with multiple images vs video input position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both hit Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id regression is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is missing weight tying causing bad generation and the other is inconsistent serialization by device." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Distinct loading failures: FineGrainedFP8Config on Qwen3Moe vs Qwen2.5-GGUF with transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is not the same as strict config blocking granite_speech config loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is different from a general tokenization-version regression." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and video position-id generation are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures on torch_compilable_check models." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on WikiText-2 and Whisper empty-transcription failure after align_special_tokens are unrelated symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different models and failure modes." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure is not the same as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and progressive generation inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image fine-tuning failures are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug and Bamba-9B-v2 torch.compile SDPA failure do not share a concrete code-path problem." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are model-specific runtime bugs, but device offload mismatch and DAC.from_latents/STE mismatch are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 cudaErrorAssert on device mapping and Gemma4 PLE forward device mismatch are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44877|issue:44991", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:41720|issue:42617", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "eb4ee95898a1602b7cf8d939687649b6a0c30a69e4576d1c954c4297498de385", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions across tokenization, loading/offloading, multimodal configs, and quantization. I did not find any soft pair that looks like the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "No clear canonical duplicate for the whole cluster; the issues are heterogeneous and touch different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest representative because it describes a version-wide tokenizer regression affecting multiple model families, and it has broader applicability than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: MIMI batching/padding-mask behavior vs OmDet image-size mismatch." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated regressions: sliding-window mask off-by-one vs tokenizer lookup performance." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: MoE weight conversion/loading vs missing gradient-checkpointing flag." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior for a specific tokenizer while the other is wrong token IDs across many models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying serialization bug vs bfloat16 dtype mismatch are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError do not share the same underlying bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are batching/shape-related, but they affect different models and different mechanisms." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying/serialization is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and ineffective gradient checkpointing with LoRA are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and FineGrainedFP8Config failure are different runtime paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific dequantized-model load failure and the other is a broader offloading complaint; not enough to treat as the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer corruption are separate regressions." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config and text_config unwrapping for composite multimodal configs are different fixes." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3 device-map cuda assert vs Llava Next segfault." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b load failure and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword and 3d_parallel.py execution failure are not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression and apex RMSNorm memory leak are separate memory issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 problems: device-map assert vs flash-attention generation issue." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of tied lm_head weights and incorrect visual encoder keys are different save_pretrained regressions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "compute_loss signature mismatch and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched shape bug and tokenizer version-dependent tokenization differences are distinct." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different model-loading issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and bfloat16 dtype mismatches do not share an underlying cause." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and inability to run 3d_parallel.py are different problems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading issues on one side and mmap OOM on Strix Halo on the other are distinct." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44734|issue:46858", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:46821|issue:46869", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "c690b8895385066b54a0f848b7e6417a17bd328e270562e4cbfd902c502135a0", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broad and mostly non-duplicate: trainer/config regressions, tokenizer bugs, multimodal loading failures, device-map/offload issues, and several generation/cache edge cases. None of the soft pairs look like the same underlying bug/change, so they should remain separate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 46858 is the closest representative of the repeated generation/cache regression theme and has the strongest conceptual overlap with nearby cache-related reports, but the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46858 is the best single issue to anchor the cluster because it is concrete, technical, and nearer to the recurring cache/generation failures than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are runtime failures around model execution, but one is torch.compile/SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet; different code paths and fixes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is beam-search cache reorder omissions for specific recurrent models while the other is cache length/device-tensor arithmetic in prefill with static cache and torch.compile." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume/max_steps calculation are unrelated bugs in different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention regressions, but one is a processor/tokenizer API break for custom multimodal code and the other is a tokenization output change across versions; not the same failure." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "A MoE MPS histogram kernel error and a TimesFM window_size AttributeError are unrelated model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/compile-related, but they affect different models and different failure mechanisms (SDPA compile vs CPU offload mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crashes for LayoutLMv2 vs image-size mismatch for OmDet-Turbo; different modalities and root causes." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model loading/initialization, but one is a Transformers 5.0 breaking change and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 and wrong visual encoder keys in Qwen3.5 save_pretrained are distinct multimodal/model-state bugs." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache handling, but one is KV-cache continuation indexing in serve and the other is get_seq_length returning a device tensor during prefill; different code paths." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor resolution mismatch and Perceiver interpolate_pos_encoding failure are both vision-input bugs, but not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and device_map auto offload failure for a dequantized model are separate quantization/offload problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and failure to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve/multimodal processor handling, but one is a string-to-device crash in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different Gemma-family bugs with different symptoms." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permissions during save_pretrained are different filesystem issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve compiled/generation behavior, but one is inconsistent outputs from compiled forward and the other is a cache-length device-tensor arithmetic bug; not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "A800 cudaErrorAssert with auto device mapping and GPT-OSS TP failure are different parallelism/device-placement issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset with cache are different model-specific regressions." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window and StableLmConfig pad_token_idx are separate configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "A model-specific FP8 failure and a pipelines import dependency/version error are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer crashes with different models and causes; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig and GPTNeoX rotary_pct reload behavior are separate serialization/config issues." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different model/runtime 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": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "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:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:34634|issue:41720", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "7334591a9103e8cd7b23af48819cb229f2c8e63b46494ee90e2925f8b7aca6bc", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36304, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues across tokenizers, multimodal models, offloading, and docs. The strongest duplicate-like theme is the Transformers v5 non-persistent-buffer regression, so issue 43644 is the best representative issue here.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report and the best representative of the only strong duplicate-style theme in the set (non-persistent buffer corruption in Transformers v5).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the most general and central bug report among these issues, with wording that matches the broad regression theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation-map processing are unrelated subsystems and failure modes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is a T5 special-tokens import conflict; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and Qwen3VL weight_only load error are different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is not the same bug as tokenization changes across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are distinct problems." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing and Bark voice_preset handling are unrelated model/processor issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying issue as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small and BitNet packed-weight unloading are different accelerate/loading bugs." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and inconsistent from_pretrained behavior inside Python classes are not the same code-path issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unwrapping text_config in composite Qwen multimodal configs are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token helper variables are different loading/path vs multimodal-tokenization bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels in the last batch, which is unrelated to SAM3 text+box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Missing _tokenizer in Gemma4Processor and streaming inference failure for Qwen3.5 are different failures." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are not the same underlying problem." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "These both mention windowing, but one is Qwen3-MoE sliding window and the other is a TimesFM window_size AttributeError; different models and bugs." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are different issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config in composite multimodal configs and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different fixes." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but they affect different models and appear to stem from different serialization/tokenizer issues." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and missing text-encoder weights on load are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding window and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init allowance and Qwen3.5 num_labels propagation are different config-validation issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "The non-persistent-buffer junk regression is not the same as inconsistent from_pretrained behavior inside Python classes, even though both touch loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer errors." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is not the same underlying cause as degenerate zero-loss single-label classification across models." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution failure and dtype mismatches in bfloat16 inference 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": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43653|issue:43720", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "1da9f207072d1ec119832421fe5bcede2d70afacf005244710612af335ebdc41", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37484, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated Transformers issues. I found one true duplicate pair: the Qwen2_5_VLProcessor batched `padding=False` crash (44514/44545). All other soft-similarity candidates look like neighboring subsystem bugs, not the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the best canonical anchor for the only clear duplicate pair: it is the earlier report, and 44545 describes the same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest overall issue candidate in this set because it is a clean, concrete bug report and has a near-exact duplicate in 44545; the rest are mostly distinct bugs across different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: one is a model-loading regression for physical-intelligence/fast, the other is a PIL backend torchvision dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training mechanics, but one is eval-mode gradient checkpointing and the other is ZeRO-3 gradient explosion; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 warnings/regressions, but one is a LoRA tie_word_embeddings warning and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal processor/model mismatches, but they affect different models and different concrete bugs (SigLIP2 docs vs OmDet-Turbo image size)." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/processing complaints, but one is a video padding calculation bug and the other is an FA2 long-context performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer-related, but one is runtime special-token post-processing and the other is save/load custom token IDs causing generation IndexError." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/quantization, but one is PEFT adapter local checkpoint loading and the other is sinq quantized save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping cuda assert vs T5 silently using apex FusedRMSNorm." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing in eval mode vs a T5/apex memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline/tokenizer loading related, but one is cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in `_patch_mistral_regex`." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: T5/apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different failure modes: TRL SFT input embedding unpacking vs trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying bug: identical `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash, with the later report effectively duplicating the earlier one." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config handling vs checkpointing flag propagation; these are distinct model-loading issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both mention loading/offloading, but one is PEFT local checkpoint loading and the other is quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output quality regressions, but for different models and different causes (SigLIP2 inference mismatch vs CamemBERT MLM predictions)." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Tokenizer special-token handling is the broad area, but these are different bugs: post-processor update vs BigBird mask token registration." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family (SigLIP2) but not the same bug: docs/example mismatch and quantization failure vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Both are runtime correctness issues, but Mamba2 cache/use_cache corruption and T5 decoder input validation error message are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer issues in different code paths: runtime post-processor updates vs LayoutLMv2 NER/batched padding crashes." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen/VL related, but one is from_pretrained weight_only loading and the other is video input vision_position_ids in qwen2.5-vl." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve Mistral-regex-related tokenizer handling, but one is an AttributeError crash and the other is a Kimi-K2.5 codec/warning regression; not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs in different code paths: stale indexer cache on second forward vs `_prefill` static-cache sequence length tensor arithmetic." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor void segmentation maps vs an ImportError for `GenerationMixin`." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repository file listing API forwarding; different modules and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both touch quantization-ish workflows, but one is SigLIP2 example mismatch and the other is offloading behavior with quantization." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: BitNet packed-weight loading vs DAC `from_latents` / missing STE mismatch." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Cache length type bug vs video classification output field mismatch; unrelated code paths." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different models and bugs: output object field mismatch in VideoPrism vs RTDetr forward failure when feature levels exceed backbone outputs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/runtime model issues, but BigBird mask-token registration and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are processor/model loading regressions, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kosmos2.5 long OCR index error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the near-exact 44514/44545 duplicate pair and treats the remaining soft matches as distinct bugs without over-claiming shared root causes. No PR-pair mergeability issue is present here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "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:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:44008|issue:46858", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43618|issue:43697", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:43644|issue:43749", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "40eeecea5cdf190e6032104e6eae2cb331ac30701e9195398e6a7aaf6d4858d0", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, model-loading, training, video/audio, config, and performance bugs. None of the soft-pair candidates appear to be the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are not duplicates of one another and cover many unrelated code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for the cluster overall, because there is no shared root problem tying these issues together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures and subsystems: Bamba-9B-v2 torch.compile/SDPA vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken construction error and the other is a model/tokenizer load failure for a specific checkpoint." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: torch.compile with SDPA vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths and model families: Deepspeed zero3 init/BertModel indexing vs _torch_extract_fbank_features." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Distinct problems: qwen2.5-vl video position IDs vs FA2 long-context performance regression." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video/Qwen, but one is Qwen3OmniMoe input processing and the other is Qwen3.5-9B chat-template token/feature mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Completely different bugs: Gemma3n variable-name collision in forward vs cache.get_seq_length() returning a device tensor in static cache." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding_window behavior vs trust_remote_code AutoConfig returning missing fields." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading, but one is a Transformers 5 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 vs DAC.from_latents not matching forward pass are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: fbank feature extraction issue vs add-new-model-like failing due to TOKENIZER_MAPPING_NAMES placement." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: LayoutLMv2Tokenizer NER/padding crash vs Perceiver non-default resolution classification failure." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are output discrepancies, but they affect different models and different outputs; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated: Qwen3 auto device mapping cudaErrorAssert vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different domains entirely: image processor void segmentation maps vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields under trust_remote_code and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: torch.compile with SDPA vs DAC latent decoding mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Separate model/config bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but different bugs: unconditional model_info() call in offline mode vs backend_tokenizer AttributeError in regex patching." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated issues: loading AutoImageProcessor from URL vs TypeError compiling non-template nodes." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems: LayoutLMv2 NER/padding crash vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Docs-example errors for SigLIP2 vs long-OCR index error in Kosmos2.5 are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output difference vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal code paths: video input processing in Qwen3OmniMoe vs Gemma3n audio mask attribute collision." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve v5/loading behavior, but non-persistent buffer junk and FSDP CPU RAM efficient loading are separate bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset issue vs GenerationMixin import error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different issues: validation error messaging for input_ids/inputs_embeds vs degenerate zero loss with num_labels=1." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR index 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": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "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:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43716|issue:44008", + "issue:43950|issue:45987", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:43825|issue:43827", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "2d560910181fa43342b8f588ee1a65967c5ff37618e39421ab646a243989b246", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36223, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues span many unrelated tokenizer, model-loading, video, and dtype regressions; none of the soft pairs are safe duplicate merges from titles alone.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43749 has the strongest discussion/inbound-reference signal and is a concrete, high-impact regression in a core loading path, so it is the best issue anchor in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most triage-worthy standalone issue here because it is broadly impactful, well-discussed, and describes a clear reproducible failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: CPU offload device mismatch for bark-small vs bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is unrelated to an MPS histogram/int implementation error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error-message regression about translation support; the other is bad SigLIP2 outputs with AutoModel/pipeline." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA breakage in Bamba is a different code path than the dtype mismatch issue." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering drops labels in the last batch; Mamba2 use_cache produces incorrect sequence results." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video-input regression is not the same as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "from_pretrained weight_only loading failure is distinct from flash-attention generation behavior." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/shared-weight issues are different bugs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to stale model.config.dtype after from_config." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for one model is separate from pipelines import failing on a kernels dependency requirement." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token update bug is not the same as batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removing is_torch_fx_available is one specific breakage; the other is a broader remote_code regression report." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Dtype mismatch between preprocessor and model is unrelated to a Gemma3n variable-name collision." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is a different failure from get_seq_length returning a shape-(1,) tensor." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing tensor-parallel plan entries causing OOM/shape errors." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video feature/token mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "An incorrect pipeline error message and stale docs references are related but not the same underlying bug/change." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is a tensor-shape bug; trainer.evaluate() after train is a separate training-state issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about added-token spacing and the other about slow/fast tokenizer inconsistency; too broad to merge." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatches are different regressions." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input bugs in different Qwen/VL models with different symptoms." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different code path than a bfloat16 dtype mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are separate loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype issues and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as general tokenization changes across versions." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend install behavior is unrelated to the Mistral regex patch tokenizer attribute error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "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:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43526|issue:44554", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:42490|issue:43257", + "issue:43720|issue:44610" + ], + "prepared_review_unit_hash": "9c893f05311862645eb10492946a8d58ebb1bb527fb5ac338475c6e18074a1a6", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a similarity bucket, not a duplicate set: the issues span unrelated subsystems (audio, tokenizers, training, loading, vision, and packaging). None of the soft pairs look like the same underlying bug/change or a mergeable PR target.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous, and the soft pairs are mostly false-positive thematic matches rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative. Issue 45020 is the broadest loading-related item, but it still doesn't cover the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model loading internals, but one is unsafe sys.modules access and the other is a CLIP class structure inconsistency; not the same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor sizing bugs, but they affect different models and different logic (over-padding vs patch-count calculation)." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to quantization fallback behavior." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is DAC forward/from_latents mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL models, but they are different code paths: weight_only loading vs rope index temporal scaling." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading failures, but for different models and different missing attributes/root causes." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention mistral_common, but one is an import error for ReasoningEffort and the other is continue_final_message behavior." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend/torchvision dependency requirements." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific KeyError on load is not the same as the broad remote_code regression, and they likely need different fixes." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "One is a multimodal token counting bug; the other is an auto_mappings config reference regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both concern tied-weights warnings in Qwen3-family models, but the reported symptoms and likely code paths differ enough that they are not the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to RTDetrV2 output drift in v5." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but gguf_file support and EMBEDDIA/est-roberta tokenizer loading are different problems." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "ImageProcessorFast label handling is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an old issue is unrelated to FP8 inference on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig custom token-ID persistence are different audio/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency requirements are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is not the same as evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow extras omission with pip install '.[torch]' and kernels v0.15 import requirements are packaging/dependency issues, but not the same one." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet and OmDet-Turbo processor input-size mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage resolution and PIL backend torchvision dependency issues 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": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "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:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:43643|issue:45759", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:43525|issue:46291" + ], + "prepared_review_unit_hash": "8295b7e2313083061cee10a851356d89195acbf5b5fee449605320f2e6da8fd5", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36016, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like the same underlying bug: the video multimodal-token counting regression behind Qwen/Qwen3 video-input failures. The rest are related only at a broad subsystem level (tokenizers, config loading, OOMs, cache, etc.) and are too different to merge as duplicates. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43329 is the clearest root-cause report in the only accepted duplicate pair: it identifies the undefined video-branch helpers in `_get_num_multimodal_tokens`, which directly explains the broader video-input regression reported in issue:44479.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone anchor in the set because it has the highest discussion/inbound-reference signal and a well-scoped, impactful loading regression report, even though it does not appear duplicate to the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Both are model/example failures, but they describe different models and different failure modes; no shared code-path bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading shape issues, but one is missing fields from `AutoConfig` with `trust_remote_code`, while the other is `from_config` not unwrapping `text_config`; related theme, different bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading failure vs Whisper batch decode ignoring `skip_special_tokens`; unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms; one is a unit-test loading mismatch, the other is a flash-attention generation regression." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model correctness issues, but one is zero probabilities and the other is processor/model input-size mismatch; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug vs a plain CUDA OOM on GPT-oss; not the same underlying issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs Whisper decode option handling; different functions and failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but they stem from different models and likely different memory paths; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen-family loading, but one is MoE weight conversion under accelerate+deepspeed and the other is a shape mismatch in Qwen3-VL loading; distinct bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache subsystem, but one is lazy-init recompilation and the other is `max_cache_length` handling for quantized cache; not the same code-path problem." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling hiding errors, but they are different helpers (`import_protobuf_decode_error` vs `FuyuBatchFeature.convert_to_tensors`) and should not be merged as duplicates." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in `_get_num_multimodal_tokens` while the other is incorrect batch shape in video processors; different defects." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "These point to the same underlying video-input regression: 43329 identifies the broken video-branch token counting logic, and 44479 reports the resulting failures across multiple Qwen video/VL variants." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different load-time failures; no shared concrete bug is evident." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory usage, but one is broken FSDP CPU RAM efficient loading and the other is mmap on Strix Halo; unrelated fixes." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking vs GPT-oss perplexity; no duplicate relationship." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Issue:43650 is not a technical bug report, while 43906 is an isolated reproduction of a specific upstream issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "`init_empty_weights` argument mismatch vs PIL image processors requiring torchvision; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure vs AutoImageProcessor URL loading failure; different components and failures." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs trainer token counter not updating; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different components; too broad to treat as the same concrete defect." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load custom token IDs vs MXFP4 quantization fallback on gpt-oss; unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different error classes; no clear shared bug or change." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch vs a BART generation UnboundLocalError; completely unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (special tokens vs codec/regex handling); not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying bug vs BLIP2 dtype propagation bug; different model-init code paths." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` on Llama4Config vs pipelines import failing due to kernels package requirements; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is largely grounded in the packet, and the only accepted soft edge (issue:43329 \u2194 issue:44479) is a conservative, plausible duplicate call. The rejected pairs are generally separated by model/component and symptom, and the note that no PRs are present matches the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "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:44792", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:44568|issue:45488", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "7d07749b0f4c70ad4a130306537f5605678abffa87c1cfc3459f0e817a96984a", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed set of mostly unrelated Transformers issues, with the strongest shared theme being tokenizer/model-loading regressions. I did not find any soft edge that clearly rises to the level of a true duplicate or mergeable PR-equivalent.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45488 is the best anchor here: it is active, high-discussion, and captures a broad tokenizer regression with cross-model impact (DeepSeek V3/R1), making it the most representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 has the strongest signal for cluster-level usefulness: current, well-discussed, and broad enough to represent the tokenizer-regression side of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: one is a model-loading regression for a specific repo, the other is a tokenizer max-length quirk; not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is a missing-PyTorch ImportError, the other is a model-loading regression for a specific vision model/version; different code paths." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length behavior and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are object-detection related, but they describe different runtime failures in different models/code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift and Qwen3.5 save_pretrained key corruption are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the kernels revision/version requirement failure." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error on CLIP loading and a TrainerState counter not updating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a model-class weight-tying bug and the other is a LoRA merge/extended-vocab collapse; not the same concrete problem." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend installation issue and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch installation and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but one is an AddedToken TypeError and the other is a model-specific tokenizer load failure; not enough evidence they are the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression for Qwen3 variants and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "A missing key while loading a model and an unexpected _is_hf_initialized argument in init_empty_weights are different loader failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train state handling and TimesFM window_size attribute handling are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One reports actual module dtype staying float32; the other reports stale config dtype. Related theme, but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are distinct training/loading issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and a broad tokenization-change report are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and AppleSilicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLM-Roberta and missing PyTorch installation are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model-specific loading failure and a hub API revision-forwarding issue are not clearly the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video-input ValueError are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions affecting different models/code paths; no clear same-bug evidence." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend installation/package issue and a specific model-loading failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3 video-input regressions, but the models and failure modes differ enough that I can't treat them as the same concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure 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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:45672|issue:45674", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:43531|issue:44821", + "issue:43906|issue:46468", + "issue:24643|issue:29870", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:45357|issue:45920", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "9602c42c36a6d253e041c23b77fb5dfb099e2a224bf80e56942e3d2c7cd296ed", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35600, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster, not a true duplicate set. Most items are unrelated regressions across different models, tokenizers, loading paths, or trainer APIs; none of the soft edges are strong enough to merge.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44479 is the closest thing to a cluster anchor because it is the broadest regression report in the only semi-coherent subtheme (Qwen video issues), but the overall cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative of the cluster\u2019s narrowest shared theme (Qwen video regressions), even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video regression theme, but the symptoms and affected paths differ: one is a broad video-input regression, the other is a specific rope-index scaling bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are model-output problems, but they involve different models and failure modes (zero probabilities vs image classification failure)." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they hit different model families and different errors; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state tracking and custom compute_loss API changes are separate issues with different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Completely different bugs: DeepSpeed weight conversion for Qwen3 MoE vs Smollm3 RoPE layer behavior." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading failures in different entry points; unexpected init argument vs URL-based image processor loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related errors, but one is AddedToken construction and the other is a Mistral regex patch/backend_tokenizer crash." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency issue and tokenizer regex crash are unrelated code paths." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is a Gemma4 audio dtype/torch.finfo problem and the other is a BitsAndBytesConfig skip-module regression." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different model-loading failures: key error for MobileLLM-125M vs missing Float8 storage object." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different models and causes: Smollm3 RoPE-layer mismatch vs Qwen3.5 kernel registration/decorator failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE-related behavior, but they affect different models and different logic (layer dropping vs temporal position scaling)." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one is special-token insertion and the other is encode/decode leading-space preservation." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Both are repository maintenance/config issues, not the same bug: unavailable PEFT version vs stale auto_mappings references." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and failure modes; dtype mismatch in Mistral-3 preprocessing is not the same as DiffusionGemma pipeline breakage." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they concern different models/components and do not appear to share the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of an older issue; the other is a broken Nemotron example. No shared concrete bug is evident." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate decoder_attention_mask bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU-device placement bug and T5 decoder-input validation messaging are separate issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an old issue is unrelated to an FA2 long-context performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder-input validation are different subsystems and errors." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the former is a gguf_file breakage for tokenizer/model loading and the latter is a specific model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different detection/classification models and different output mismatches; not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Saving visual encoder keys and wrong token IDs are unrelated regressions." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is num_labels propagation and the other is strict config blocking granite_speech; different concrete 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": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:45663", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:43540|issue:46693", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:38175|issue:43295", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "b2af0d43b4e05b078db1dd6888b51669f34712deed221e9f616600c0f8962c09", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated bug reports across different models, loaders, tokenizers, and training paths. I would reject every soft edge; none looks like the same underlying defect or a PR that could plausibly be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global canonical: the set spans many unrelated bugs (loading, config serialization, training, quantization, attention, and multimodal pipelines), so there is no clear representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different model families and failures: Gemma-4 FSDP2 attention KeyError vs Qwen3.5 TP-plan OOM/shape errors." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated problems: Qwen3OmniMoe video-input ValueError vs long-context FA2 performance regression." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is GPTNeoX config persistence and the other is a TypeError on JSON-loaded lists in a validation helper." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and symptoms: XLNet CPU device bug vs flash_attention crash on sink-less models." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different errors: missing PyTorch for AutoModel import vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different models: RTDetrV2 output differences vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is not the same as sequence-classification zero-loss behavior across models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug and Perceiver interpolation failure are unrelated model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing fields, but one is generic AutoConfig trust_remote_code behavior and the other is a specific Qwen3_5MoeVisionConfig field being dropped." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different output-shape bugs in different vision/video models; not the same underlying defect." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but one is device-dependent lm_head serialization and the other is a translation-model v5 tied-weights issue; not enough evidence of the same code-path." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different tokenizers and likely different bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id key warnings are unrelated to sinq quantized model save/load corruption." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() are different failures." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are from AutoTokenizer/from_pretrained flows, but one is gguf_file support and the other is an offline-mode model_info call in Mistral regex patching." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability outputs are unrelated to processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: Siglip2 nonsensical outputs vs Perceiver interpolation failure." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 mistral_common import breakage is unrelated to Windows ROCm torch.distributed dependency errors." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend detection, but tensorboard-without-TF and tensorflow_text backend mapping are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/mistral-regex regression do not share the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:42898|issue:46491", + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:43688|issue:45701", + "issue:44484|issue:44704", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "e5d8a25a87fa8608755d67c334a41b81ad43d5fce8083b33de34440b379ff904", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35543, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer regressions, model-loading/config bugs, generation issues, and performance problems. None of the soft edges look like the same concrete underlying bug/change, so I would reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45701 is the best umbrella representative because its title is the broadest version/regression-oriented tokenizer report and it is the closest thematic anchor for the tokenizer-related subset of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most generally phrased, cross-cutting issue in the set and has enough discussion/reference activity to serve as a representative anchor if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad v5 cleanup-space behavior change and the other is a CodeLlama-specific round-trip space stripping issue; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: sliding-window behavior in Qwen3-MoE vs a key error while loading MobileLLM-125M." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error on a CLIP model; no shared underlying failure mode." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Trust-remote-code config field loss is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failures are unrelated to Blip2 dtype propagation bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and Sam3Model text-encoder weight loading are different model-initialization issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading related, but one is an offline hub/model_info call bug and the other is a tokenizer load failure for a specific model." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird is not the same as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation correctness, but one is chunked generation with compiled forward and the other is Qwen3.5 recurrent-state resetting with cache." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is an MoE auxiliary-loss bug; the other is a broad tokenization regression report." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 sliding-window GPU embedding issue and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression across Qwen VL variants is not the same as num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/API bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are different problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to beam-search cache reorder omissions in stateful models." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent lm_head serialization and sinq quantized save/load breakage are both serialization-adjacent but not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading for Beit semantic segmentation is unrelated to BitNet packed-weight handling during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: Beit preset loading vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A model-specific flash-attention generation bug is not the same as a broad FA2 long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention misgeneration are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to compiled-forward chunked generation differences." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available breaking remote models." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness 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": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:44568|issue:46489", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "26cbac2755bcd99685a3f6347317a50e8ed99eb2286b4d56400470253511826d", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36790, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, model-loading, training, processor, config, and performance problems. None of the soft pairs look like true duplicates or the same fixable code-path issue.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the set is not a duplicate cluster; it mixes unrelated issues across tokenizer, model loading, training, processor, and config behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is suitable as the cluster representative because there is no shared underlying bug to dedupe against.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: model-loading/base_model_prefix regression vs Qwen3.5 tensor-parallel planning OOM/shape error." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated areas: BitNet packed-weight loading vs DiaConfig token-ID persistence/generation error." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths and models: BEiT legacy-field loading issue vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Distinct failures: dtype change in evaluate vs auxiliary-loss normalization in OLMoE/GPT Oss." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing token IDs after save/load." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are different issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Weight-only loading error for Qwen3VL is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processors, but one is a sampling-rate default bug and the other is a processor/tokenizer API regression." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging in v5." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but different failure modes: batched padding=False crash vs tool-call/no-content chat-template crash." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to a PEFT version bump issue." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer affected by datasets are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme, but different models and fields; not enough evidence of one shared underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Generic gguf_file loading breakage is not the same as failing to load one specific model." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer-added-space behavior and a MacOS bus error in CLIP are clearly unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch with device_map='auto' is unrelated to sinq save/load quantization breakage." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs and return_tensors being ignored are unrelated API behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and ZeRO-3 gradient growth are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are unrelated to the processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and abnormal gradient increase under ZeRO-3 do not share a concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and a DeepSeek-R1 accuracy regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Special-tokens not added for mdeberta-v3-base and DeepSeek-Coder v1 tokenizer output regression are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change 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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:46858" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:46399|issue:46846", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:46821|issue:46832", + "issue:43606|issue:44112", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:46832|issue:46858", + "issue:43844|issue:44964", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "066b4dc1ecd199e53243b7cb5334efcfb628d312781106845eade6d549c48d14", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36308, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer issues; the soft pairs share surface similarity (same model family, loading, cache, quantization, or tokenizer wording) but not the same concrete bug or fix. I would reject all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45812 is the broadest, highest-signal regression here (all Granite tokenization, silent v4\u2192v5 break, multiple inbound refs), but there is no single issue that truly subsumes the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the widest blast radius and strongest regression profile among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is a specific model load failure and the other is an HF offline/model_info regression; different root causes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version pin issue." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior; not one concrete bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model classes and symptoms: config save/load token IDs vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage TypeError are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is a tensor-parallel OOM, the other is a dependency version bump; no shared bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but output_hidden_states behavior and save_pretrained visual-key corruption are different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field load failure in BEiT is unrelated to Bark CPU offload device mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load break; too different to merge." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and TP plan omissions are distinct bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-cardinality runtime error and an accuracy regression after upgrade are not the same issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP structural inconsistency are unrelated regressions." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different model bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload device mismatch, the other is a CI test regression in a different model." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing token-id fields after v5 changes, but they affect different configs and failure modes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id issue and text_config unwrapping bug are separate composite-config problems." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatch in inference and RT-DETR forward arity mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field load bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0-related loading regressions, but different models and different argument mismatches." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward and max_cache_length handling are different cache behaviors." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM GenerationConfig validation and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "RT-DETR backbone/output mismatch and static-cache slice arithmetic bug are different subsystems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same Gemma 4 family, but text-only fine-tuning defaults and multi-GPU inference OOM are different issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-list chat-template IndexError do not share a bug." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are related only broadly, not the same fix." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:45200|issue:45823", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "a53d697307b113a93663f94bef2f59a90db8c524b783ee1168020e8e4e03160c", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35550, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they span unrelated bugs, models, and subsystems, so there is no true duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and none is a clear duplicate target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: this is not a coherent duplicate set, so choosing a representative issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is CUDA OOM and the other is a device-mapping forward mismatch; different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs vs a generic position-id key warning; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: flash-attention crash on None aux state vs quantized model save/load corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs Trainer GPU broadcast TypeError; separate code paths." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation issue vs image-text pipeline failure; not the same concrete defect." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template compilation error vs flash_attn import-key error; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra token spacing and TrainerState counter not updating are distinct tokenizer/training issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d implementation vs memory overflow in a different Sam3 model; not duplicate." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs PyTorch version-check import bug; different layers." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but different paths: continuous batching multimodal handling vs KV-cache continuation indexing." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export limitation vs SigLIP2 zero-probability outputs; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; no shared underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert during auto device mapping vs model accuracy regression after upgrade; different symptoms and causes." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs rope-validation TypeError; unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Inference dtype mismatch vs Wav2Vec2 save/tokenization failure; different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape error are both multimodal, but not the same concrete bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure vs meta-device model-loading breakage; separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention None aux crash vs composite Qwen text_config unwrapping bug; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input validation error vs Gemma4 text-only token-type defaulting; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs quantization offloading behavior; too broad and different." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batching crash vs return_tensors being ignored; different tokenizer behaviors." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression vs OmDet-Turbo image-size mismatch; different models and bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type defaulting vs Gemma4 device-map forward mismatch; distinct defects." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba SDPA torch.compile failure vs ZeRO-3 gradient growth; different training/inference 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": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:37428|issue:43824", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44792|issue:45563" + ], + "prepared_review_unit_hash": "72a19dd51b56a4656ca7f31bc226c611a663313cf44643fee62d1346bf9f6dde", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35899, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous, and none of the soft pairs look like the same concrete bug/change. Most are surface-similar only (e.g. tokenizer/chat-template, import errors, config attribute errors, generation bugs) but point to different code paths or different model families.", + "confidence": 0.85, + "canonical_issue_reason": "No single artifact cleanly represents this mixed cluster; if one issue must be chosen as the best standalone anchor, issue 43950 is the strongest because it is a well-scoped regression report with a clear failure mode and reproducible impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best general issue candidate: it is specific, regression-oriented, and framed in a way that would make duplicate matching and follow-up debugging straightforward.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Tokenizer spacing bug vs Flash Attention 2 test failures; different subsystems and failure modes." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import-related, but one is a flash_attn import path issue and the other is an unmapped tensorflow_text backend; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs tensor-parallel OOM on a specific model; unrelated problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load/config regressions, but one is missing pad_token_idx and the other is a model-loading failure for a different repository; no shared concrete defect." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs tokenizer/codec regression in Kimi-K2.5; unrelated code paths." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update bug vs Qwen3.5 hidden-states bug; different generation paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Two distinct import errors for different symbols/modules; only broad symptom overlap." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression in custom multimodal code vs SigLIP2 discrepancy; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension; not mergeable as one fix." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors vs an API bug where return_tensors is ignored; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs while the other is a crash on tool-call messages; different concrete failures." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale CI test; not the same underlying defect." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet device-placement bug vs CohereASR training-loss shift bug; different model code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer detokenization spacing issue vs output embedding reinitialization on resize; different mechanisms." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval vs memory inefficiency in Qwen3 MoE training; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs an import error for a Qwen2.5-VL class; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both are v5 regressions around model internals, but one corrupts non-persistent buffers during from_pretrained and the other changes CLIP text model structure; not the same code-path problem." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class vs incorrect detokenization in a specific model; different issues." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading bug vs dtype bookkeeping mismatch in from_config; unrelated behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video output shape bug; different processors and failures." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different config classes and models; no evidence of a single shared fix." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model-loading failures for unrelated architectures." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 token-type defaulting bug vs 4-bit quantization dtype cast issue; unrelated multimodal problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs a stale warning in paged generate; 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": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "4bdb11c0b2afd2b0d81b9a5724beddc82860a4bf92ad813902b8205a3ac0b097", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issues with only superficial textual similarity; none of the soft pairs look like true duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No safe canonical issue: the set spans unrelated bugs and regressions, so collapsing them would over-merge.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the strongest standalone triage anchor: clear user-facing regression, reproducible description, and inbound references, but it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: DAC latent decoding vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: Perceiver resolution handling vs RT-DETR memory release behavior." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Both mention labels, but one is image-label reduction and the other is text_kwargs/return_tensors handling." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: missing mm_token_type_ids defaults vs rope index scaling in Qwen2.5-VL." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different API regressions and should not be merged." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different models and failure modes: A800 auto device mapping assert vs B200 FP8 inference incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different code paths: SwitchTransformers config construction vs Bamba torch.compile/SDPA runtime failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing utility symbols, but they are different symbols with different breakages." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metric gathering in evaluation and the other is Beit image-label processing." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Completely different helpers and models; only the word \"output\" is broadly shared." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection bugs: AMP/CUDA crash in loss computation vs auxiliary losses not being used." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor/input-size mismatch vs numeric instability in a loss; not the same defect." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is config honoring and the other is device-tensor arithmetic in prefill." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different environment/import failures: Python 3.13 flash_attn lookup vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model-structure regressions affecting unrelated composite/config classes." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: dtype bookkeeping in from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: unsupported feature-extractor arg vs Whisper empty-transcription handling." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities vs memory leak on deletion." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Config bug in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific missing import vs broad Torch 2.10 compatibility issue; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different areas: Bamba SDPA/compile behavior vs a GraniteSpeech CI test regression." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Both are failures, but one is Flash Attention test breakage and the other is a Trainer broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a MacOS bus error in a CLIP community model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and bugs: Pegasus v4/v5 output divergence vs recurrent state reset in qwen3_5." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config creation and Beit legacy-field loading are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing failure is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: dtype drift between train/eval vs an incorrect pipeline error message." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model-loading problems, but with different root causes and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:46431|issue:46566", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:26413|issue:31501", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44360|issue:44561", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "18b402c42b5eaabc6161c4076fdf37e670872f91c5019fa86b8657e26ed4a3f0", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of false-positive similarity matches across unrelated bugs. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression; the rest differ by model, subsystem, or failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the earliest and clearest report of the only true duplicate pair (`transformers>=5.4.0` / Qwen3.5 MoE `from_pretrained` failure), so it is the best issue to anchor that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest standalone representative here because it describes a concrete, version-scoped regression with a reproducible model-specific failure and matches its duplicate cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: LayoutLMv3 error-message clarity vs Trainer GPU broadcast failing on NoneType." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: SwitchTransformers config construction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: BitNet packed-weight loading vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "No shared underlying defect; sparse-layer config creation and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batching/padding crash while the other is zeroed assistant masks for multimodal input; too different to merge." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating/tokenization, but one is tool-call handling with no content and the other is `continue_final_message` behavior in mistral_common tokenizers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Model-collapse after LoRA merge is unrelated to the 2^24 category-count limit error." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: Llama 3.2 Vision loading regression vs embedding reinitialization after resizing tokens." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different concrete code paths: flash_attention sinkless `s_aux=None` crash vs Qwen3.5 rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning and a GLM-4.7-Flash load issue are not the same bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Processor chat-template absence and DiffusionGemma meta-device loading are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same reported regression: `transformers>=5.4.0` causes Qwen3.5 MoE `from_pretrained` to fail." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version-regression reports, but on different models/subsystems and different observable output failures." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/latents mismatch is unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume iterator failure is not the same as FineWeb training failing to start." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs errors and BeitImageProcessorFast label reduction are separate image-processing issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device-mismatch with CPU offload and float16 AMP loss crashing are different runtime failures." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType failure are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error masking and a missing import-utils availability helper are different import/tokenizer concerns." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation mistakes do not match the unexpected position-id key issue." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are completely different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast failure and MacOS bus error in CLIP loading have no shared code-path." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM while loading Qwen2-57B are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and removal of `is_torch_fx_available` breaking remote-code models are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention numeric precision, but one is an image-loss crash and the other is bfloat16 dtype mismatch in different models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, issue:45310/issue:45478, is an exact duplicate by title and topic, and the remaining verdicts are appropriately rejected as different bugs, models, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977" + ], + "prepared_review_unit_hash": "066a87a486993fa14a7e09edfde1cf61477723398f4bc54a3c7199eca45e4211", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37070, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; I don\u2019t see any true duplicate pairs. The links are mainly broad topical similarities (tokenizers, flash-attention, cache/compile, vision), but the underlying bugs differ.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45920 is the broadest concrete regression in the set: it describes a tokenizer bug affecting multiple models, with the widest impact and clearest cross-model pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best overall representative because it is a high-signal, user-facing regression spanning several model families, while most other issues are narrower and model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different failures in different code paths: torch.compile/SDPA vs a multimodal feature-length helper bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading/attention, but they are different models and different root causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention tests is not the same bug as embedding reinitialization after resize." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 zero-probability issue and a position-id key warning are unrelated symptoms." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask bug and Trainer _gpu_broadcast_one NoneType error are distinct." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16->FP32 evaluation drift and undefined multimodal token variables are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: Pegasus output mismatch vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer-related, but one is wrong token IDs across models while the other is return_tensors handling." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id issue are separate bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype drift is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config save/load losing token IDs and loading the wrong custom module after save_pretrained are different persistence bugs." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time decoder mask error and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing error and Qwen3.5 missing-decorator registration error are not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and SmolVLM video padding bug are separate code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BEiT label reduction bug are different processor/training issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and flash_attention sink-less-model AttributeError are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Importing a missing flash-attention helper and missing TensorFlow in the torch extra are different packaging/runtime issues." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and Adafactor/DeepSpeed OOM are not the same underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile, but one is lazy-init recompilation and the other is device-tensor seq-length arithmetic; related area, distinct root cause." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks trust_remote_code, while the other is a DeepSeek tokenizer regression." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different memory-management problems." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output divergence and lm_head serialization inconsistency are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support issue and DeepseekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading issues are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure 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": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "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:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:45588|issue:45823", + "issue:29127|issue:34567", + "issue:41720|issue:45229", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:45372|issue:45406", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "3305b90ecfd90f5b79c1b980b2ef08ac804c229cb05cdf59d36be4391d3cf16f", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; none of the soft-similarity pairs look like the same underlying bug or change. I would not merge any pair, and there are no PRs in the cluster.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45412 is the clearest self-contained bug report in the set: it describes a concrete RT-DETR memory leak with real user impact and reproducible behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45412 is the best representative issue if one must anchor the cluster, because it is a specific runtime defect rather than a broad or documentation-only complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatches are different training/runtime problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "One is a flash-attention integration crash on s_aux=None; the other is a Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both mention CUDA failures, but one is an auto-device-map assert and the other is a multi-GPU OOM; different root causes." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS CLIP bus error is not the same bug as a SigLIP2 documentation example/model-processor mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale paged-generate warning are different issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures are unrelated to a bare-except in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failures affect different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regressions and rope-validation TypeErrors are different loader/config bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder mask initialization and Llama 3.2 vision model loading are separate failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure is not the same as the flash-attention s_aux=None crash." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized-model saving failure involve different quantization stages." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer handling and DeepseekV3MoE divergence are distinct architecture/implementation issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration has no overlap with AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import errors are not the same as transformers serve crashing on missing _tokenizer." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center-arg feature extraction and Qwen video-input regression are different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard/erfinv problems are unrelated to the flash-attention sink-less-model crash." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Masking tokenizer errors when protobuf is missing is a different defect from leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP Mac bus errors have no shared concrete failure mode." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder convolution layer and an RT-DETR memory leak are different bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limits and stale generation warnings do not describe the same issue." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and resume-from-checkpoint key mismatches are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type changes in v5 and AutoTokenizer ignoring tokenizer.json are distinct loading behaviors." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss handling are separate model bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A local-path trailing-slash import warning is unrelated to gradient checkpointing being unusable in eval mode." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45412", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:42915|issue:43931", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:43526|issue:44186", + "issue:33290|issue:35141", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743" + ], + "prepared_review_unit_hash": "4e0532bb25d565a10b69740d6768dc40549c090d2347b24f907179a17b5a2ab2", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly share only broad wording (memory, Flash Attention, Qwen, load failures) but describe different models, APIs, or failure modes. I would reject all candidate duplicates; none look like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43761 is the clearest, most self-contained bug report in the set: it names the exact regression, the affected API, and the observable wrong result (`hidden_states=None` despite `output_hidden_states=True`).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the strongest issue to anchor triage because it is specific, reproducible, and narrowly scoped, which makes duplicate matching less ambiguous than the broader OOM/loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error clarity vs token embedding reinitialization after resize." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime is unrelated to Gemma3 NaNs from sliding-window/all-padding behavior." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical inference and RT-DETR memory release are different bug classes and code paths." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is GC/release behavior and the other is runtime overflow in sam3-litetext." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM reports, but one is TP model loading and the other is int4 quantization memory growth in 5.x." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer is unrelated to dtype mismatch inference bugs in another subsystem." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long OCR index error do not share the same failure path." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label-array reduction bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing import for a specific class is too different from a vague dependency issue to treat as the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support and adafactor/deepspeed OOM are different problems with different triggers." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles with no concrete evidence they refer to the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: inference quality issue vs memory overflow on model call." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer-related OOM and Llama 3.2 Vision loading regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "ImageProcessor label handling and LayoutLMv2 tokenizer crashes are separate preprocessing bugs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed/adafactor is not the same as embedding reinitialization after resize." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding-window behavior are different code paths." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter JSON list handling and missing decorator on rotary-pos-emb registration are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and stale auto_mappings references are different failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is not the same as quantization offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash and video vision_position_ids mismatch are different Qwen2.5-VL bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage and a model-specific post_init constraint are not clearly the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and category-count runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver resolution/interpolation failure are different issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Chat-template sampling-rate default and unsupported `center` arg in feature extraction are separate audio bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning has no meaningful overlap with Qwen3 recurrent-state reset 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": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:44062|issue:45907", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43761|issue:44079", + "issue:44190|issue:44496", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:44987|issue:46178", + "issue:43232|issue:43388", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "52f686079eb4f46de4ee3879a3c692196e28d94878999707507165b989de4f21", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, 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No soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "One is a sys.modules access bug in modeling_utils; the other is a DeepseekV3MoE parity issue. Different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading/packed-weights issue vs tokenizer loading failure for FastSpeech2ConformerTokenizer; unrelated subsystems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend extra omission is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLM-R Flash Attention support and BART generate decoder_attention_mask UnboundLocalError are different model/generation bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing pipeline(); one is code parity, the other documentation cleanup." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are separate config issues." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication vs list_repo_files not forwarding revision; no shared underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen video-input regression are unrelated model/config problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope index timing bug vs Swin2SR over-padding in the image processor; different components." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error in DebertaV2Model vs DeepSpeed ZeRO3 deque IndexError; distinct failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and GPTNeoXConfig rotary_pct reload regression are different config-serialization bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs Qwen3-VL weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig field mismatch and composite Qwen multimodal text_config unwrapping are separate API issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden_states and ModelOutput key assignment with None are related at most conceptually, but not the same concrete bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure in an example script is unrelated to model_type/config loading for a custom model." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel vs attention kernel divergence under torch.compile; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint save_pretrained output are both Qwen3-related but distinct load/save problems." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs bare except in FuyuBatchFeature.convert_to_tensors(); no shared underlying defect." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast is unrelated to tensorflow_text backend mapping errors." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync after sync_gpus and gather_for_metrics label trimming are separate distributed-training bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals differs from loading the wrong custom module after save_pretrained; unrelated save/load failures." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are not the same issue." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution issue vs tensor-parallel OOM when loading a large Qwen model; different problem scope." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-R is unrelated to Trainer/_gpu_broadcast_one NoneType broadcast failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and MobileLLM-125M key error are distinct loading issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small does not match the checkpoint key-mismatch 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": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:42175", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "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:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44464|issue:46421", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:42175|issue:43316", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:44242|issue:46894", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43540|issue:44514", + "issue:43352|issue:46640", + "issue:43572|issue:46178" + ], + "prepared_review_unit_hash": "04a4ce25cecad814e8902079cc5438ab032254c172e632d7dfaf5a5b6affd537", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35664, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficial similarity hits, not true duplicates. The issues span different models, backends, and code paths, so I reject every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is a grab-bag of unrelated bugs and regressions (loading, config, multimodal preprocessing, backend imports, cache behavior, FlashAttention, etc.) with only broad keyword overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; any candidate would conflate distinct root causes and different fix paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different bugs: pipeline top_k output shape vs missing PyTorch backend import." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated import_utils helper omission vs kernels version/revision requirement." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is processor/tokenizer image handling and the other is a pipeline error-message issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Different code paths: model_max_length question vs ONNX import failure." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model processor regression vs Gemma eos_token_id mismatch; not the same defect." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is separate from cache lazy-initialization recompilation." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma token config mismatch and Whisper empty transcription are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as Mistral-3 image dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy change is different from non-persistent buffer initialization corruption." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend install/dependency problem vs configuration API discrepancy." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized save/load breakage do not share a root cause." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage differs from GPTNeoX rotary_pct reload regression." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to Trainer import conflict with datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus test failure are separate model-specific issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained handling is a different problem from unrecognized model config loading." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "MoE load-balancing loss omission is not the same as ASR training loss double-shift." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying bug and FlashAttention unsupported error are different failures." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision is unrelated to max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Windows ROCm torch.distributed import issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor/model resolution mismatch is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A low-quality data request is not the same as Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression affect different models and paths." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field model loading bug vs wrong custom module loaded after save_pretrained are distinct." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend installation issue is different from a missing import_utils helper." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and batched chat_template padding=False crash are different multimodal bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Nemotron explicitly lacking FlashAttention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to the tensorflow_text backend registration error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:43388|issue:43688", + "issue:44792|issue:44977", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:44242|issue:46897", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43976|issue:44855" + ], + "prepared_review_unit_hash": "01d217370d4000a1a213fd4aa84d184d47cbfd609354d41d53c7d048f68ce765", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous and the proposed soft edges are mostly false positives. No pair looks like the same underlying bug/change strongly enough to merge, though there is a small near-duplicate theme around the non-persistent-buffer regression elsewhere in the set.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43644 is the cleanest representative of the only tight duplicate-like theme in this batch: the v5 non-persistent-buffer corruption report. It is earlier and more explicit than later rephrasings, so it is the best issue anchor if a canonical must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest issue to keep as the representative bug report: concrete symptom, clear scope, and likely the earliest report in the buffer-corruption family. The rest of the set spans unrelated model, pipeline, cache, and docs problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: Janus image-generation test failure vs auto-mapping references to removed Sam3LiteText configs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both involve training/eval losses, but one is a gather_for_metrics batching bug and the other is auxiliary-loss normalization; not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-specific failures: Janus image generation vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM3 family, but dummy Conv2d setup and CUDA OOM are different issues with different fixes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different code paths: LoRA merge/tied embeddings bug vs Gemma 4 multimodal token IDs defaulting." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state handling, but one is missing GenerationMixin cache in v5.0.0 and the other is recurrent state reset in Qwen3 modular code." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3/video-related, but pipeline processor selection and missing fpn_position_embeddings are different failures." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a multimodal pretrained model." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Completely different bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One is the non-persistent-buffer junk regression; the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing token embeddings reinitialization is unrelated to loading local models from paths ending with a slash." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to image processor over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch local/trust_remote_code loading, but cache-path collisions and FileNotFoundError from cache are distinct failures." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper trailing replacement-character crash is unrelated to RT-DETR feature-level mismatch TypeError." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different low-level tensor/numerical issues: category-count limit vs cache seq-length device tensor arithmetic." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is a missing cache regression and the other is lazy cache init causing recompilation; not mergeable as one bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() and a SigLIP model producing bad outputs are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission in MoE routing is unrelated to Florence2 training-loss double-shift." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect tied-weights warning are different model-loading/tieing problems." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask error is unrelated to output embeddings being reinitialized after resizing." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import and Qwen3.5 chat crash are different API/model failures." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different root causes: non-persistent buffer junk vs rotary_pct not surviving config reload." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Version/Python compatibility report and a TorchScript decorator parsing error are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43673", + "issue:43854", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "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", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "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:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:45276|issue:45584", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964" + ], + "prepared_review_unit_hash": "219fa57572604f86e3f74ff0e9727e37b78d43fdbc997a923321800c155374f3", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports; only one soft pair looks like the same underlying bug family. The DeepSeek tokenizer regression pair is the only plausible duplicate, while the rest are distinct model, processor, cache, or CI failures.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46489 is the most specific and actionable report in the one plausible duplicate family: it names DeepSeek-Coder v1, transformers v5+, and explicitly points to the remaining gap in PR #44801\u2019s fix. Issue 44779 is broader and older.", + "canonical_pr_reason": null, + "best_issue_reason": "46489 is the best representative issue overall because it is narrowly scoped, regression-oriented, and ties directly to the underlying tokenizer fix gap; the other issues are mostly unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription failure in Whisper; different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile+SDPA model crash is unrelated to a local dataset loading failure in a training script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen video position IDs vs SAM3-LiteText memory overflow." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/loading, but one is optional post_init validation and the other is strict config loading; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are regressions, but one is multimodal video input handling and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: CUDA assert with auto device mapping vs category-count overflow." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to a dataset script local-path issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is a dummy Conv2d in SAM3 pixel decoder and the other is a processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency and a stale warning are different generation behaviors, not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "A documentation example/model-processor mismatch is not the same as a local dataset loading failure." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and incorrect visual encoder keys on save_pretrained are different model-state bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input bugs, but they affect different models and different preprocessing logic." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test staleness in GraniteSpeech and auto_mappings references to removed configs are separate maintenance issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe DeepSeek tokenizer outputs becoming wrong in transformers v5+, and 46489 is explicitly a gap in the earlier fix for that same regression family." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not propagating to embeddings are different API breakages." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3 memory pressure, but one is video OOM and the other is LiteText memory overflow; not clearly the same root cause." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template edge cases, but one is tool-call messages with no content and the other is an empty list IndexError." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file resolution and list_repo_files forwarding revision are different Hub/API issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-output generation are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor creation in XLNet and exception swallowing in FuyuBatchFeature are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "A video-input ValueError in Qwen3OmniMoe is not the same as a KV-cache continuation indexing crash in serve." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and missing TensorFlow backend handling are separate environment issues." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nested-list output and Bart decoder_attention_mask initialization are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal/chat behavior, but assistant mask generation and video position IDs are distinct problems." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/prefill, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for local models and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The DeepSeek pair (44779/46489) is the only clearly same-family duplicate, and choosing 46489 as the more specific representative is supported by the titles. The other soft-edge rejections are appropriately cautious and do not overclaim shared root causes." + }, + "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": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:27957", + "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:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424" + ], + "prepared_review_unit_hash": "fcacf2be3f3cf78a89a529f0f790ed2860b9e35feb30929a6971dd07113d616e", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated bug reports across different models, pipelines, config-loading paths, and docs. None of the soft-similarity pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one reports slow `import transformers` while the other is about unsafe `sys.modules` access; different failure modes and fixes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and code paths: Phi-4 multimodal loading vs stale `auto_mappings.py` references to removed Sam3LiteText configs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading related, but one is missing fields from `trust_remote_code` configs and the other is an unrecognized model missing `model_type`; not the same bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test failure in GraniteSpeech vs model loading failure for Phi-4 multimodal; unrelated artifacts." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize when `tie_word_embedding=False`." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is package extra/backend dependency composition, the other is a generic dependency issue; too broad and not the same concrete problem." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config validation issues, but one is `LlamaConfig` head_dim handling and the other is rope-validation parsing of JSON-loaded lists; different code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: `Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`; separate module/export problems." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated behaviors." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "An import error for a model-specific processor is unrelated to missing `layer_type_validation` in `configuration_utils`." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: untied `lm_head` weights in Mistral3 vs incorrect checkpoint saving for Qwen3.5." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast `NoneType` error is unrelated to post-init reinitializing embeddings after resize." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A `position_ids` buffer read error is not the same as CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs a notebook syntax error; no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed config references in `auto_mappings.py`." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder/invalid issue text vs `_torch_extract_fbank_features()` bug; no meaningful overlap." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a GenerationMixin chunked-prefill regression and the other is cache length semantics for Quantized Cache only; distinct fixes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility vs a specific model-load regression on transformers>=5.1.0; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to `t5gemma` resize not propagating to decoder embeddings." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction bug are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper function length calculation in qwen3_omni_moe is unrelated to CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention failure in Ministral-3 are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is compiled flex_attention failing on torch>=2.9 while the other is a wrong version check for AuxRequest import; not the same concrete defect." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version-specific release breakage is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs pipeline docs mentioning `return_all_scores`; one is runtime behavior, the other docs drift." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode is unrelated to missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs on different models: default config initialization vs a missing `deepstack_visual_indexes` field being dropped." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model loading without `model_type` is unrelated to PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline documentation mismatch vs model config loading failure; not the same underlying issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache regression during generation is unrelated to ANSI codes emitted by loading report utilities." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image generation test failure is unrelated to cache length behavior in quantized cache." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44496|issue:45759", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "b7fa2f97aec011a7cb0d81f10ece06a8ada2c34e1d4f652622e7472545d21ad4", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: docs examples, tokenizer issues, pipeline regressions, model-loading bugs, and config/save_pretrained problems. I did not find any strong duplicate pairs; the only visible theme is a loose Qwen/multimodal loading/serialization area, not a single underlying bug. No PRs are present.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43299 is the best anchor for the loose cluster because it is a concrete regression in the Qwen multimodal/model-loading path and is the most central of the nearby issues, even though the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the most representative issue to keep as the cluster anchor: specific enough to be actionable, broad enough to cover the nearby Qwen-loading/serialization reports, and more central than the unrelated docs/tokenizer/pipeline outliers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken regression; different code paths and fixes." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-specific crash and the other is an s_aux=None AttributeError in a different integration path." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports in different modules; not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "One is an unrecognized-model config issue, the other is from_config not unwrapping text_config; related area, but not the same failure." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Both are runtime problems, but one drops partial-batch results and the other overflows memory; unrelated bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both crash on edge cases, but they are different functions and different boundary conditions." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant-mask logic vs FA2 long-context performance regression; not the same issue." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch version incompatibility; too broad and different root causes." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained serialization; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different tokenization/alignment paths; not mergeable as one fix." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim vs missing decorator registration for rotary embedding kernel; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "One is a general dependency issue, the other is a release/version pin problem; not duplicates." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and model families with different root causes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args ignored vs a warning about tie_word_embeddings; different behavior and fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation/example mismatch in SigLIP2 vs stale TextClassificationPipeline docs; unrelated docs issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support/version breakage vs unreleased peft minimum version pin; different compatibility problems." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation in Blip2 vs incorrect Qwen3.5 checkpoint serialization; different model families and code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import vs many import errors after upgrade; overlap is too broad to be the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config rejects explicit head_dim vs stale config.dtype after from_config; separate config-handling issues." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling vs a vague 'ADD THE DATA' report; no identifiable shared bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different model families and different tokenization failures." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor selection bug vs remote_code breakage; not the same underlying change." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5/Qwen multimodal regressions, but one concerns model loading and the other save_pretrained key serialization; related but distinct." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization issue vs resize_token_embeddings propagation; similar area, different concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures; no shared code-path evidence." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs missing auxiliary losses in D-FINE; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Image-processor lookup bug vs Gemma4 device mismatch; different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating vs mm_token_type_ids defaulting; different model/training semantics." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46291", + "issue:46399", + "issue:46851" + ], + "soft_pairs": [ + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45103|issue:45372", + "issue:44336|issue:46851", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:45542|issue:45800", + "issue:42796|issue:43441", + "issue:43525|issue:43881", + "issue:46291|issue:46399" + ], + "prepared_review_unit_hash": "021a55c4c227eb3296ab1a9c0781f3fbfa0c01a0430af7a5d7dd6866362b7037", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35700, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions across tokenizers, configs, model loading, attention, and training integrations. None of the soft pairs look like true duplicates; the best representative issue is the broad tokenizer-loading regression.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43723 is the broadest representative of the cluster\u2019s common theme: v5 loading/instantiation regressions around AutoTokenizer and model initialization. It is more general than the model-specific or narrowly scoped reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 best matches the cluster\u2019s overall center of gravity because it describes a generic v5 tokenizer-loading failure rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated issues: a generic data request vs FP8 inference failure on B200 hardware." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer save/load behavior, but they are different concrete bugs on different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different models and failures: multimodal config default initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different problems: torch flex_attention compatibility vs TensorFlow backend packaging." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer AttributeError vs D-FINE loss computation bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: FlashAttention on Ministral-3 vs OCR long-input index error in Kosmos2.5." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one fails on saving and the other on loading dequantized models; distinct code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs data filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated model bugs: missing rms_norm_eps in MLA vs torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation crash and mistral_common ReasoningEffort import error are different issues." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to Qwen3.5 variable-length input handling." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both involve repo cleanup, but stale auto_mappings references and leftover dummy classes are different maintenance bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU offload rotary embedding incompatibility is not the same as variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow packaging issue and Python version compatibility issue are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files vs gemma-4 zero3 loading failure are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions in different models, but CamemBERT masked-LM prediction drift and Deepseek tokenizer corruption are not the same defect." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure in v5 and ESM2 broken are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch about return_all_scores vs import-time slowness are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are separate model-path bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend packaging and torch/transformers incompatibility are different issues." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but tokenizer BPE marker handling and FlashAttention model execution are distinct bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels version/revision import failure and Qwen3.5 apply_rotary_pos_emb registration crash are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:46132", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399", + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752" + ], + "prepared_review_unit_hash": "9f1dd7cb2d884511c652f4e3e371ae7dbc95e6a5e3878f437cb0ba2bf45ea0be", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: many unrelated issue reports with only loose topical overlap (mostly around Qwen/Gemma/model-loading/runtime bugs). None of the soft-edge pairs look like the same underlying bug or change, so they should all stay separate.", + "confidence": 0.43, + "canonical_issue_reason": "issue:46851 is the clearest, most self-contained runtime bug report in the set and is easier to use as a representative anchor than the broader or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46851 is the best standalone issue to keep as the representative item: it has a concrete failure mode, a specific model family, and a focused reproduction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel branching bug vs ANSI codes emitted by loading_report; unrelated subsystems and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "notebook syntax error vs Gemma4 device-map forward mismatch; different artifact type and failure path." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "terminal ANSI output bug vs wrong docstring for position_ids; documentation and runtime behavior are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "missing Float8 storage type vs Qwen3.5 chat crash; different errors, models, and code paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "missing pad_token_id on Llama4Config vs missing fields from AutoConfig with trust_remote_code; both config-related but not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding calculation bug vs AutoProcessor backend-missing error; different processor layers and failure causes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "both involve position_ids in vision/text models, but they affect different model families and different logic (Qwen2.5-VL rope scaling vs Qwen3.5 variable-length inputs)." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "import AutoImageProcessor failure vs Python version incompatibility in Transformers 5.1.0; unrelated issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer save_pretrained metadata mismatch vs gemma-4 Zero3 loading issue; different load/save paths and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError for nn vs tensorboard/TensorFlow backend misconfiguration; unrelated dependency/import bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "import latency complaint vs unrecognized model/config.json missing model_type; not the same problem." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3_omni_moe helper length calculation issue vs Qwen3.5 variable-length position_ids crash; similar theme but distinct code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race on captured_info.txt vs stale warning for num_return_sequences; completely different bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 rotary-position registration crash vs variable-length position_ids bug; same model family, but different concrete failures." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash vs apply_rotary_pos_emb registration decorator bug; unrelated utilities." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "stale phonemizer language backend vs inconsistent from_pretrained behavior inside Python classes; different components and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs empty-list chat template IndexError; different inputs and failure mechanisms." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs VideoPrism hidden_states assignment bug; different models and output handling." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error vs gemma-4 Zero3 from_pretrained issue; unrelated failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report vs GLM-5 RoPE implementation discussion; no shared bug behavior." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux=None crash vs Qwen3.5 variable-length position_ids bug; different attention paths and symptoms." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety issue vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "offline tokenizer cache load bug vs AttentionInterface.register behavior change; different APIs and root causes." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure vs empty chat template IndexError; unrelated model-loading vs templating 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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46897" + ], + "soft_pairs": [ + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:44779|issue:45292", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:44466|issue:45335", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333" + ], + "prepared_review_unit_hash": "fcd2e1e143b3f0c69b53048acc8a25801a327c6780cd39d8c19c6dff655e40a9", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a few multimodal/video/Qwen-related reports sit alongside unrelated import, config, logging, and training issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44479 is the broadest, most representative bug report in the cluster\u2019s video/Qwen regression subset, but the overall cluster is still quite mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest scope and the most concrete multi-model regression framing among the issues here, making it the best anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: torch.compile/SDPA in Bamba vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different root causes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs embedding-resize behavior; not the same code-path problem." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no common underlying bug is evident." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and audio feature extraction are separate subsystems and bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline flag vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a weight-conversion/loading issue and the other is a zero3 deque failure." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and xdist file-race bug are unrelated failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Config/model-type loading failure is unrelated to sys.modules lookup safety." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and appear to stem from different preprocessing bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Strict-config field dropping and text_config unwrapping are different multimodal config issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and slow imports are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video inputs, but one is a broad Qwen regression and the other is a padding-calculation bug in SmolVLM." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and performance regression after upgrade are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family, but one is a missing attribute and the other is a memory overflow; different code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both mention Qwen3.5 and rotary-related code, but one is CPU-offload incompatibility and the other is a decorator/registration crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed zero3 deque underflow and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading problems, but for different model configs and different failure mechanisms." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not propagating and Whisper empty-transcription generation failure are separate issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit load-balancing loss and AMP/CUDA loss crash are different training bugs." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained vs missing vision backend during AutoProcessor loading are not the same issue." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/weight handling, but they affect different models and different serialization paths." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and Florence2 training-loss shift are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and CPU/CUDA output divergence are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for a specific repo and tokenizer protobuf error masking are distinct import/load paths." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Generation-time decoder mask bug vs MLflow job-reporting bug; no shared underlying code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46829", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:44368|issue:45563", + "issue:43723|issue:46710", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:46829|issue:46858", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "b7842d71a505cbda596f6c94927af71335af875c9c6c1a7207bb20c28e625ece", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35967, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer, cache, vision, generation, and model-loading bugs across different subsystems. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The best representative issue is the broad video-regression report because it clearly describes a multi-model, user-visible regression with a specific failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44479 is the strongest representative: it\u2019s a clear regression report, affects multiple related Qwen VL/video model families, and has a concrete, user-visible failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best single issue to anchor the cluster because it is broad, high-impact, and actionable compared with the more narrow or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Same general topic (Flash Attention 2.0), but one is a specific Nemotron support gap and the other is a generic request; not the same underlying fix." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Completely different model families and failure modes: DETR cardinality vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different processors and bugs; label reduction in BEiT is unrelated to CohereASR training-loss shifting." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning in Qwen3-Next, the other is a patchtsmixer post_init policy issue; no shared code-path bug." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a config warning and the other is a flash-attention generation failure; not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline batching are unrelated bugs in different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding is unrelated to the ESM2 regression." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different problem domains: video input regression vs Windows/ROCm import dependency failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline-cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and a deepspeed double-step optimizer bug are different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both involve SAM3 naming, but one is a dummy Conv2d implementation detail and the other is a wrong model-type warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error is unrelated to Qwen3OmniMoe video input processing." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm distributed import issue." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Both are runtime errors, but one is a platform import/dependency problem and the other is an RT-DETR forward shape/path issue." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 tied-embeddings warning is unrelated to the paged generate() stale warning." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer-loading issues are not the same as the DeepSeek accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to the Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip text issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in /v1/chat/completions does not match Gemma pipeline roundtrip failure." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "Both mention output/cache behavior, but one is a classifier output field mix-up and the other is a cache length tensor/arithmetic bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug is unrelated to LlamaConfig rejecting an explicit head_dim." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of a different upstream issue is not the same as the Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are model-runtime crashes, but the stale indexer cache and s_aux=None flash-attention errors are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention kernel branching and cache lazy initialization causing recompilation are not the same underlying bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int support and missing chat template errors are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation handling and StaticCache seq-length arithmetic are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder implementation detail and MaskGenerationPipeline partial-batch behavior are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are both save_pretrained problems, but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:43475|issue:46821", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:43986|issue:46726", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45406|issue:46202" + ], + "prepared_review_unit_hash": "a30584cb546cc6bade2a1b6f7da111adeb72bf3b106c335aa90616741ebc64d5", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "Mostly heterogeneous cluster with a few tight duplicates around Transformers v5 config/init regressions and a couple of AutoProcessor/backend-loading issues. The broadest anchor is still a generic v5 model-initialization compatibility report, while most pairs are only loosely related by subsystem.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a Transformers 5.0 model-initialization compatibility regression that can subsume several narrower load-time/config failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best anchor because it captures the widest underlying regression class in the set, whereas most other issues are more specific manifestations or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs a data-filtering performance regression." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Reject: 43994 is about nonsensical SigLIP2 outputs via AutoModel/pipeline, while 46726 is a missing-vision-backend AutoProcessor error path; same broad area, but not the same concrete bug or code path from the packet." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One is a filtering slowdown; the other is a deepspeed optimizer-step duplication issue." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the filtering slowdown regression." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos-token config mismatch is a model config issue, not an AttentionInterface.register behavior change." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to deepspeed optimizer-step duplication." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad v5 regressions, but they affect different model paths and concrete failures." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to empty-list chat template indexing." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-Moe from_pretrained/config loading regression; the missing field in 45375 plausibly explains the later generic load failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different code paths and formats." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute missing and trust_remote_code config field loss are distinct bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one concerns sync_gpus/update_model_kwargs and the other chunked_prefill cache availability." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import-missing error and Sentence Transformers loading hang are different failures." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but one is a missing top-level AutoImageProcessor export and the other is an image_utils import issue; not clearly the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3VisionEncoderOutput missing an attribute is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both describe the same Qwen3.5-Moe from_pretrained/config loading regression." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report is not enough, and gemma-4 zero3 from_pretrained is a separate issue." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both are AutoProcessor crashes tied to missing vision-backend support (notably torchvision), so they look like the same backend-handling bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque exhaustion are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding with a trailing replacement character is a different tokenizer/codec problem than Kimi-K2.5 regression handling." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 docs example errors are documentation/repro problems, not the same runtime missing-backend processor crash." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 error messaging and auto_docstring stdout diagnostics are different concerns." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 variable-length input failure is a runtime bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different failures." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to remote-code checkpoint/meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Gemma pipeline roundtrip failure on \u2581." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one soft-edge acceptance is not sufficiently grounded: issue:43994 is about nonsensical results with AutoModel/pipeline for SigLIP2, but the reason claims a missing-vision-backend crash similar to issue:46726. That connection is too strong from the packet alone. The rest of the summary is broadly conservative, but this overstates evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46399", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693" + ], + "prepared_review_unit_hash": "0376a5a01a7b1d17fb34288152ab842e94d5440032ff5b1e58a3820e40fc2bcb", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports that only share broad surface area (imports, model loading, generation, tokenizer behavior). The only clear duplicate is the Qwen3ForCausalLM VRAM leak pair (42673/43704).", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the clearest duplicate anchor: it matches issue:43704 by title and bug description, and it has the stronger discussion/reference signal to serve as the kept issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is a concrete, actionable bug report and the only one with an exact duplicate in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both are generation-related, but one is a quantization/offloading problem and the other is pipeline-parallelism output corruption; different code paths and symptoms." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect output under pipeline parallelism is not the same bug as an infinite loop on a specific image in Qwen3_5." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are runtime/import failures, but they involve different symbols and subsystems (`nn` import vs Qwen3.5 kernel registration)." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "These are separate missing-export issues for different classes (`AutoImageProcessor` vs `HybridCache`); same pattern, not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "A CUDA/AMP loss crash is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring import-time stdout are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak reported with the same title and threading context; clear duplicate." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 Moe models, but one is a general 5.0 bug and the other is a from_pretrained error on newer versions; not the same concrete failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different APIs (`GenerationMixin` vs `AutoImageProcessor`)." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "One is FP8 save_pretrained behavior for moe models; the other is a model loading error. Similar area, different bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma-related pipelines, but one is tokenizer roundtrip failure and the other is an image-text-to-text pipeline failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2_5_VLForConditionalGeneration export are separate problems." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching crash and auto_docstring annotation parsing crash are unrelated code paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe issue; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained preset loading and pytest-xdist file races are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "A missing TensorFlow backend dependency and a missing image_utils import are different issues." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker file races and stale auto_mappings references are separate CI failures." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version incompatibility and an import from image_utils are not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and a captured_info.txt race are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Both are training/job failures, but one is MLflow status reporting and the other is an OOM during optimization." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A bumped PEFT minimum version and docstring stderr/stdout behavior are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers and post_init reinitializing embeddings are different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency installation and leftover dummy classes are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal model bugs: default config initialization vs incorrect hidden_states assignment." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking and pipeline batch-finalization are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a Qwen3.5 Moe from_pretrained error are distinct issues." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and FA2 long-context performance regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster summary matches the packet: most links are only surface-similar, and the 42673/43704 pair is the only clearly identical duplicate by title with stronger activity on 42673. The soft-edge rejections stay appropriately cautious and do not overclaim shared root causes." + }, + "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": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231", + "issue:46762", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:30333|issue:35141", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723" + ], + "prepared_review_unit_hash": "67f2ee993beeede8a9568fd77e151104e9b0d88bce43f9b320cee5b6f79393f3", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues that only look superficially similar by embedding. The soft edges are largely false positives across tokenizer regressions, import errors, config bugs, docs/notebooks, and training/runtime issues.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the broadest and most central tokenizer-regression report in the set (`clean_up_tokenization_spaces` behavior changes in v5), which makes it the best representative issue among the tokenizer-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most suitable issue anchor because it captures a general v5 tokenizer behavior regression and sits closest to several other tokenizer-themed false positives, even though they are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different components and failures: multimodal config initialization vs Whisper timestamp decode crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer loading in v5 and the other is missing BOS/EOS insertion for a specific tokenizer path." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is `clean_up_tokenization_spaces` semantics and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "A config propagation bug is not the same as auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Related theme, but different concrete bugs: a global cleanup-behavior change vs Deepseek tokenization output regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs/examples, but they concern different example pages and different failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both touch multimodal loading, but one is a missing processor method and the other is remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import errors in different packages for different missing symbols; not the same import-path bug." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention model support issue and MLFlow reporting bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both are vision/multimodal model issues, but one is a broken vitpose family and the other is Gemma 4 token-type defaults." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job tracking in MLFlow is not the same as model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 tokenizer/processor behavior, but one is a cleanup-semantics change and the other is processor.tokenizer/image-passing compatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but Kimi codec/regex handling is a different concrete defect from clean-up-space behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering/reading position_ids is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script issues, but one is empty multi-label outputs and the other is local dataset loading." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow failed-reporting is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve saving artifacts, but one is FP8/moe save_pretrained behavior and the other is tokenizer class metadata mismatch." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning is not the same bug as missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import/dependency errors, but they stem from different missing modules/libraries." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` is not the same as leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is a different code-path issue from Minimax attention numerical differences." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata serialization and deepspeed double optimizer-step are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different bugs in different paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710", + "issue:46909" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:46209|issue:46431", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:44483|issue:45406" + ], + "prepared_review_unit_hash": "d6bb3858b604b4d0d40f1a92315e643ebbccf45262c80a2701137cb4c559f112", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35969, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a mixed bag of unrelated Transformers issues, with a loose common theme of v5 regressions around config, loading, saving, and generation. There are no clear duplicate pairs here; most soft links only share a subsystem name, not the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45071 is the broadest core-regression report in the set (v5.4.0 type-checking breakage in PretrainedConfig). It is more representative of the cluster than the narrower model-specific save/load or architecture-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45071 is the best anchor for triage because it targets a general library-wide regression rather than a single model family, import symbol, or documentation problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Pegasus output mismatch vs AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 model saving and the other is processor file persistence." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated: category-count runtime limit vs attention registration semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both involve initialization/configuration, but one is default multimodal config construction and the other is non-persistent buffer initialization corruption." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different dependency breakages." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo/question vs a real RoPE implementation bug; not the same change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained failure; different code paths." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Registered-function behavior change is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is a broad type-checking regression and the other is a specific LlamaConfig validation rule." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Shared save_pretrained wording only; one is quantized model serialization, the other is shard-size policy." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure vs generation failure with flash-attention; different layers." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization regression vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Same general model family area, but different bugs: split handling in a DSA indexer vs meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading issue in an example script vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache code, but one is sync_gpus kwargs update and the other is cache length honoring." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation helper bug vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug vs processor.save_pretrained missing files." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video encoder attribute error vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are masking/padding issues, but in different models and different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but split return handling and missing ReLU are separate defects." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template in a processor." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Implementation bug vs documentation bug; not duplicates." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs zero probabilities for SigLIP2 are different model issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 from_pretrained error are not the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal/v5 issues, but one is meta-init compatibility and the other is save_pretrained key naming." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Model memory overflow vs a documentation example problem." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized saving/loading, but different quantization schemes and different failure points." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency complaint vs a performance bug in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different sequence/video bugs in different models; no shared concrete code path." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps precision issue vs meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serving request handling failure vs Gemma4Processor missing _tokenizer; different code paths and 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": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:44829|issue:46002", + "issue:22355|issue:27957", + "issue:43644|issue:46305", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:46172|issue:46762", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "db22f66c0df78f11fb0f6c704c88c0470c6868b0dd0cddad4da8742bd7ee462a", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36346, + "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 highly heterogeneous; the soft-similarity links are mostly superficial and do not describe the same underlying bug or change. No PRs are present. I would not merge any of the proposed soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "issue:41628 is the broadest representative of the cluster\u2019s recurring import-regression theme, but it is only a loose thematic anchor rather than a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong global duplicate target; if one must be chosen as a representative, issue:41628 is the least specific and most broadly descriptive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention training/classification-head problems, but one is an attention-kernel training degradation and the other is NaNs after init/checkpointing; different failure modes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "A missing transformers.onnx module and an XLM-RoBERTa Flash Attention 2 issue are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and MoonshineStreaming window off-by-one are different bugs in different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3-VL-Moe breakage are not the same concrete problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type warning and missing text-encoder weight loading are different SAM3 issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy drift and Qwen3_5 infinite-loop behavior are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer spacing after added tokens are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are distinct tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong decoder type in v5 are different tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing hub import is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-RoBERTa and Sentence Transformers loading hangs do not share the same root cause." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and a docstring typo for position_ids are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 model-type mismatch and memory overflow in sam3-litetext are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific BPE-marker handling bug and the other is a broader version-to-version tokenization change." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Broken custom model initialization and NaNs in classification heads are different initialization-time symptoms." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a broken DIA docs example are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and a documentation example bug are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang in Sentence Transformers and a MacOS bus error are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failures and pipeline-parallel output errors are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a sentence-transformers import NameError are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer reading and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance and torch.split return-value behavior are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Two tokenizer-loading/tokenization complaints, but with different models and symptoms; no concrete shared defect is evident." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized Ministral save failure and Phi-4 multimodal loading failure are different issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both involve attention math, but one is a specific code expression bug and the other is a numerical-difference comparison against reference." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version incompatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI environment command breakage and an import NameError in sentence-transformers are different problems." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access after registration and tokenizer save metadata mismatch do not share a root cause." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior settings and GlmMoeDsaIndexer torch.split semantics are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Offset-mapping wrongness and a model-loading failure for cjvt/sleng-bert are distinct tokenizer issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and GLM-5 GenerationConfig validation 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": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614", + "issue:46877" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "e1b8a2372e123d0846d4d35771724c73ebfd8f6441e65b26ede4434ca9dee0e9", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35674, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated bugs; none of the soft-similarity pairs are close enough to merge as true duplicates. I chose the broad tokenizer-regression report as the best representative issue, but there is no strong canonical duplicate for the whole cluster.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43122 is the broadest and most representative report here: it describes a tokenizer regression across versions, which is the closest fit for the tokenizer-heavy subset of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 has the clearest general regression framing and the widest potential to subsume nearby tokenizer complaints, even though the cluster as a whole is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model families and different failure modes: RoPE-layer omission vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import/config breakages, but they point to different code paths and symbols; not the same underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "One is a tokenizer mapping lookup issue, the other is kwargs not forwarded in AutoProcessor.from_pretrained." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is wrong offset mappings and the other is assistant masks for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated code paths: cached_file argument forwarding vs chat-template crashes on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different problems: config propagation for num_labels vs degenerate training under flash_attention_3." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation bug and GLM-5 RoPE implementation issue are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video-related, but one is a model-type warning and the other is a missing output attribute." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization regression vs multimodal assistant-mask bug; not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug and tokenizer save_pretrained metadata mismatch are different issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both touch tokenizers, but one is a version-regression report and the other is a specific continue_final_message bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading failures are distinct workflows and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access error." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but save_pretrained corruption and from_pretrained import error are separate code paths." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer bugs: Qwen3 offset_mapping vs stale phonemizer language state." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Importing transformers.onnx and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/FP8 contexts, but one is a model import/runtime bug and the other is save_pretrained behavior." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate missing exports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returns empty results and mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but there is no evidence they share the same tokenizer implementation or code path." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two unrelated import errors for different missing names from transformers/huggingface_hub." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label classification script output are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift during evaluate and incorrect pipeline-parallel output are different training/runtime bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend extra-install packaging and Python 3.14 import failure are not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing module import and LayoutLMv3 error-message clarity are entirely different." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop on an image are unrelated model bugs." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch vs import-time doc-lint logging are separate documentation/tooling issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but GenerationConfig validation and RoPE implementation are different 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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46909" + ], + "soft_pairs": [ + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673" + ], + "prepared_review_unit_hash": "8567b16524e730fe52e729b0282cbae7b8b3483a1b2c4358f3ae758de1608846", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers regressions across different subsystems (tokenizers, loading, multimodal, training, docs). I found no soft-edge pair that clearly shares the same underlying bug/change, so all candidate duplicate links are rejected.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43611 is the strongest representative issue: it describes a concrete, reproducible v5 loading regression with clear user impact and a specific code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best issue to anchor the cluster because it is specific, actionable, and tied to a clear runtime failure rather than a vague compatibility complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import breakage, but one is a missing symbol and the other is a broad upgrade-wide import regression; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and stale phonemizer backend state are different failure modes in different code paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization results; no concrete shared fix." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are unrelated code-path problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3-VL-Moe loading, but the reported failures are not the same concrete from_pretrained bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "A Python-version compatibility report is not the same as an incorrect PyTorch version gate in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output failure and SigLIP2 implementation discrepancy are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file execution errors and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multithreaded inference and bf16 dtype mismatches are separate runtime bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained key mapping and from-pretrained loading failures are related only loosely; they are distinct bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Num-label propagation and NaNs in classification heads do not share the same underlying code path." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper length-calculation regression is not the same as a PyTorch version-check bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "An image-size mismatch in OmDet-Turbo and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-dataclass issues, but they affect different models and fields with different fixes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights and missing kwargs passthrough to cached_file are separate from_pretrained/processor issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty classification results and a misleading pipeline error message are different example/pipeline problems." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer-argument handling and trainer.evaluate() failing after train are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder regression and DeepSeek accuracy drift are not the same underlying failure." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both reference FlashAttention 2, but one is a feature request for GPT2 and the other is an unspecified issue; not the same concrete change." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in one model and numerical attention differences in another are distinct." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty-list chat template crashes are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale GLM indexer cache and Swin2SR over-padding are different model-specific bugs." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility and attention numerical drift are unrelated regressions." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose import breakage and Ministral FlashAttention failure are different subsystems and fixes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and wrong offset_mapping for Qwen3 are different tokenizer bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing generation cache during chunked_prefill are separate training vs generation 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": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45356", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46752" + ], + "soft_pairs": [ + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:44117|issue:45588", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:44877|issue:46231", + "issue:42371|issue:44261" + ], + "prepared_review_unit_hash": "95e2681dc25b32d7941f2d48b8d97d45df9e95ac344d22fd50fe6cf92103f299", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36390, + "estimated_input_tokens": 9098, + "estimated_eval_tokens": 18452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like the same underlying bug/change. The items span distinct regressions across tokenizer behavior, model loading, generation, attention backends, video processing, and test utilities, so all candidate merges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest regression report in the set: it compares behavior across versions, has clear user impact, and is framed as a general tokenizer regression rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest anchor among these issues because it is a versioned, reproducible regression with broad applicability; the others are narrower, model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but one is an invalid GenerationConfig error and the other is a stale warning about num_return_sequences; different bugs and code paths." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to a tokenizer BPE-marker parsing bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention problems: GPT2 scaling ignored in backend implementations versus Gemma4 building the wrong attention mask." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache chunked_prefill bug is unrelated to a padding performance issue in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different tokenizers and different state-handling failures." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM threads is not the same as a video processor padding miscalculation." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and an empty-list apply_chat_template crash are unrelated failures." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is an init_empty_weights argument error; the other is PretrainedConfig type-checking regression. Same release window, different concrete bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency-version bump issue is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight is a different issue from NaNs appearing in classification heads." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention s_aux=None crashes are different subsystems and failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE; not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different symptom sets (offset mapping vs overall incorrect results)." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are different issues." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a feature-extractor padding inefficiency are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor output-shape bug and AutoProcessor dependency crash are different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils cleanup bug is unrelated to a pytest-xdist file-race issue, even though both touch test infrastructure." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and Qwen3.5 checkpoint serialization regression are different problems." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking on PretrainedConfig and stale config.dtype after from_config are related only at a high level; not the same underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A mapping-lookup None bug is not the same as the Mistral regex patch crashing on backend_tokenizer absence." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and do not indicate one root cause." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning and a key error while loading a specific model are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "A tokenizer regression across versions is not the same as a noisy logging message." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running a 3d_parallel script and a small testing_utils bug are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and SequenceFeatureExtractor padding inefficiency are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and a backend-mapping validation error are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question is not the same as a Qwen3.5 MoE loading regression." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are different severities and different fixes." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision 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": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46209", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:43208|issue:46894", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "efbd2aea51aab5ad90b31ecd3bfd17d8599ad867cc967c43684ab1f49fec8259", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35568, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely related but heterogeneous: most items are distinct Transformers regressions around imports, tokenizer/model loading, multimodal model wiring, and a few optimizer/runtime issues. No soft edge looks strong enough to merge as the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest and most representative user-facing regression report in the set, covering multiple import failures after an upgrade and fitting the cluster\u2019s general theme better than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to stand in for the cluster because it captures the widest shared symptom category (post-upgrade import breakage) and is more general than the other, more specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different models and different failure modes: invalid GenerationConfig vs unrecognized model/config loading." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; no shared code-path evidence." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is unrelated to Qwen3.5-Moe from_pretrained loading error." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API behavior change and cache FileNotFoundError are unrelated issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical bugs in different model families; no indication they are the same defect." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Separate training bugs in different models; only a vague similarity in symptom type." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific nonexistent image_utils import and the other is a broad upgrade regression; not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing configuration_utils symbol import vs an fbank feature extraction issue; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is not the same as optimizer.step() being called twice under DeepSpeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is a decoder-type mismatch and the other is a broader tokenization difference; too weak to treat as the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in a GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embedding/encoder-decoder tying removal and unexpected position-id keys are different compatibility problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for a VL model and missing projections in qwen3next are different model-loading defects." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache regression during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different API breakages." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorFlow-backend confusion from tensorboard-only installs are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and symptoms; no shared bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general request acceptance failure and the other is a streaming inference failure for a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5-Moe from_pretrained loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch count helper and missing rms_norm_eps in MLA are separate multimodal/model math bugs." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and deepseek-v4 comb transpose issue are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "ReLU missing in DSA indexer is unrelated to deepseek-v4 tensor transpose behavior." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they concern different models and likely different implementation gaps." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a shape-mismatch load error and the other is a separate from_pretrained failure on a moe variant." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time warning on bf16 models and Blip2 dtype remaining float32 are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention problems in different models and scenarios; not enough evidence they are the same concrete defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file/pretrained loading breakage are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision and testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-5-related model bugs: one is a layernorm epsilon issue, the other is a RoPE implementation question." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421" + ], + "prepared_review_unit_hash": "262a131e24d0770c525f7af03840f9e39e2f7a33a72aeb9a93c31a8d363cc75d", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues; the soft links are only superficial similarities by subsystem or model family, not the same underlying bug. No PRs are present, and none of the issue pairs look safe to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43502 is the cleanest self-contained bug report in the set: it names a single concrete failure mode, has an obvious repro condition, and maps to a specific code path. That makes it a good representative duplicate target compared with the more model-specific or multi-bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the best dedupe anchor because the symptom is precise and broadly understandable: local_files_only still allowing network access. It is concise, actionable, and less ambiguous than the other issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different bugs: one is a Qwen3_5 generation loop on a specific image, the other is a Trainer import conflict involving datasets." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM-family code, but they describe different failures in different paths: image patch counting vs torch.split handling." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "The tokenizer-mapping None bug is broader, but the loading failure for physical-intelligence/fast is a separate model-specific symptom." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model implementations and different failure modes: DeepseekV3MoE divergence versus a deepseek-v4 tensor transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: a Qwen3-MoE sliding_window problem versus a small testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both involve generation/pipeline behavior, but they are distinct code paths and symptoms: chunked_prefill cache handling vs final partial-batch masking." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash-attention crash on s_aux=None are not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different modules and symbols from different dependencies." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen space, but one is missing attention projections while the other drops a vision-config field under @strict." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen variants, but the reported failures are different model/config issues rather than one shared bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Multi-bug xLSTM training issues are unrelated to the Florence2 training-loss double-shift regression." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "One is an optimizer-state corruption bug under Trainer/FSDP2/PEFT; the other is Liger Kernel not being applied in model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency failures: torchvision absence for video models versus a mistral_common import break in Gemma 4 loading." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed API flag and broken quantized save/load behavior are separate issues with different triggers and fixes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "No overlap beyond being transformer-related; one is a video-model import crash, the other is a save_pretrained shard-size question." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM video processor area, but different bugs: padding computation versus num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related reports, but one is a concrete tensor operation bug and the other is a broad accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A logging nuisance and an empty-list apply_chat_template IndexError are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors in transformers, but they concern different missing symbols and different failure sites." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error with AddedToken is a different bug from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "No shared code path: one is an API removal complaint, the other is an offloading/quantization behavior bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: a PyTorch precision warning during bfloat16 compilation versus a TimesFM AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer-mapping assumption bug and a DiffusionGemma pipeline failure are separate problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is about unintended network access with local_files_only; the other is a missing embed_tokens.weight during UMT5Encoder loading." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() failing after train is unrelated to the inability to import Trainer while datasets is installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers entirely: cached_file kwargs forwarding versus an auto_docstring crash under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Both are performance/behavior regressions, but one is attention-scaling being ignored and the other is spurious recompilation from cache initialization." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44938", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43756|issue:44485" + ], + "prepared_review_unit_hash": "a3a8ea5ca3f2673c1b8f4bcf4da6e4fa6698d84bd1ec680bb00f93459de2537e", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerged here: the soft pairs mostly link unrelated issues across different components, error classes, and model families. I would not merge any of these pairs as the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue clearly serves as a canonical duplicate target because the candidates span many unrelated problems rather than one shared defect.", + "canonical_pr_reason": "No pull requests were provided, and none can be selected as a canonical fix for this mixed set of issues.", + "best_issue_reason": "No best issue stands out as a global representative; the set is too heterogeneous to justify one canonical issue.", + "best_pr_reason": "No PR candidates are present.", + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs a backend-mapping ValueError for tensorflow_text; different failure modes and likely different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model/AutoProcessor crash without torchvision is unrelated to TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving failure is a model serialization bug, while Pipeline.save_pretrained concerns pipeline object persistence." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and Qwen3.5 infinite-loop generation are different problems in different code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline() task-message mismatch is an error-message/behavior issue, not the same as saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning during bfloat16 compilation is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes/check_repo leak and a noisy logging message are both cleanup concerns but not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compile-time float32 warning for bf16 models is unrelated to a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba-9B-v2 SDPA/torch.compile failure are distinct model-specific issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is unrelated to the default max_shard_size in save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 support gating for Nemotron is not the same as GPT2 attention scaling being ignored by backend implementations." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not the same defect." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is a model-specific regression; deepseek-v4 comb.transpose behavior is a different model/math bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are unrelated changes." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored by SDPA/FlashAttention is unrelated to AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to a Trainer import conflict with datasets." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import conflict are different problems in different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models and Qwen3.5 Moe from_pretrained errors are related only broadly to MoE, but not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon TypeError in caching_allocator_warmup are entirely different issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug is unrelated to degenerate zero loss in single-label classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow not included in a torch-only install and Trainer import failing until datasets is uninstalled are distinct dependency-resolution problems." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration export are separate import-regression issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption on nonzero ranks is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model load warning and bf16 compile precision warning are different user-facing issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "chat/completions request rejection in v5 is unrelated to Qwen2_5_VLProcessor.apply_chat_template crashing on batched padding=False input." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions no longer assigned is a model-output regression, not the GPT2 attention-scaling backend bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and API requests despite local_files_only=True are unrelated import vs networking bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and fp8 Qwen3-VL-Moe inference support are not the same concrete failure." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation are both about RoPE but describe different models and different implementation 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": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44483", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:44355|issue:46877", + "issue:43352|issue:43937", + "issue:45276|issue:46077", + "issue:44483|issue:46369", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561" + ], + "prepared_review_unit_hash": "457c4e50866584364086c0a2c86f05e766beddfdf40b0c606f983ca8e7b93b0f", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37581, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. There are some surface-level similarities (imports, loading, configs, saving), but none of the soft pairs look like the same underlying defect with enough certainty to merge.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43611 is the clearest broad regression in the set: a concrete v5 loading failure affecting model classes via `base_model_prefix`, and it is more representative than the narrower model-specific items.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to anchor the cluster because it is concrete, user-facing, and broadly phrased enough to represent the general v5 loading-breakage theme without being as vague as the more generic complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are about saving, but one is quantized model saving and the other is pipeline `save_pretrained`; different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP v5 outputs, but one is missing attentions and the other missing hidden states; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading errors, but Qwen3VL MoE loading and sorted state_dict loading are different code paths and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different packages." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "One is config propagation for `num_labels`; the other is an import-time Trainer failure tied to `datasets`." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both are import/runtime hygiene issues, but compiled Python file errors and auto-docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support rejection and invalid GenerationConfig are distinct failures." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resizing embeddings and causal-vs-bidirectional attention masks are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions request validation and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model families and different missing attributes; not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading via `base_model_prefix` and pipeline serialization are separate issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to pipeline save failures." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state_dict load error and a bad Qwen3.5 checkpoint save are not the same root cause." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are platform-version regressions, but Python 3.9/3.10 compatibility and Python 3.14 load failure are different problems." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config fields for Gemma3 and unused SGD args are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation and Gemma4 attention-mask behavior do not share a code path." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both involve model configuration, but attention-mask construction and `head_dim` validation are different changes." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output fields and Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs and VideoPrism output-field mixup are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but on different model families with different semantics." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and Qwen3.5 `num_labels` propagation are different config bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generation crash and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing `embed_tokens.weight` and Qwen3.5 MoE `from_pretrained` failure are different loading issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed-training optimizer-state bug is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`@torch.no_grad` decoration for cache updates and broad import errors after upgrade are different concerns." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused optimizer args and import failure when `datasets` is installed are not the same defect." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "A scheduler keyword bug and Qwen3.5 variable-length position_ids failure are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generation masking crash and tokenizer loading regression are different issues." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct version-breaking problems." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 `@torch.jit.script` parsing issue have different causes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load failure with sorted state_dict and Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "A model config attribute bug and a distributed optimizer-state bug are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict load errors and missing Qwen3.5 vision config fields do not share a root cause." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "One is missing `set_seed()` in integration tests; the other is an xdist race on a captured-info file." + } + ] + }, + "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": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "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:43502|issue:44961" + ], + "prepared_review_unit_hash": "3ac81f82dca4dce5370566360dcc45a434dcc9d1440aa4f576370f2c70aa85b7", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of v5-era regressions, but the strongest duplicate-like subtheme is top-level import/export breakage and, secondarily, import-time performance. I only accepted pairs where the titles clearly point to the same concrete issue.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 42548 is the clearest central representative of the cluster\u2019s import/export breakage theme: a concrete, user-facing top-level import failure in transformers v5.", + "canonical_pr_reason": null, + "best_issue_reason": "42548 is the best single issue anchor because it is specific, broadly relevant, and closest to the recurring class of import regressions present in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad complaints about v5, but they describe different problems: cache update no_grad semantics vs general model breakage." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same underlying problem: transformers import is slow, likely from wildcard imports in models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a specific model." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated issues: torch.no_grad on cache updates vs Python version compatibility." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different bugs; no shared concrete code path." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model loading errors, but they involve different models and different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a generic load failure, the other is incorrect save_pretrained keys for Qwen3.5; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is an attentions regression and the other is a structure inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different topics: DSA indexer activation vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a model-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but they target different test failures and different root causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: a flaky SAM HQ integration test vs broken auto_mappings references." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior and video num_frames semantics are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: offline API requests vs AddedToken keyword argument conflict." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "One is a server KV-cache indexing crash, the other a cache FileNotFoundError; not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both concern loading after v5, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to merge." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tp plan are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory growth and checkpoint reload failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures with different causes and targets." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading behavior and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env breakage and attention registration behavior are distinct changes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No meaningful duplication: cache update semantics vs a dummy Conv2d implementation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE tensor-parallel loading problem, with 45478 sounding like the user-facing manifestation of the missing tp plan." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and post-upgrade filtering slowdown are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is tensor-parallel setup and the other is a missing config field during save/load." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different processor bugs: video frame semantics vs missing image processor backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs with no shared concrete failure mode." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relationship between offline file loading and the unrelated 'racoon' issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The two accepted soft pairs are plausible from the titles alone, and the rejected pairs avoid over-merging issues with different concrete failure modes. The choice of 42548 as the anchor is defensible for the import/export breakage subtheme." + }, + "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": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "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:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071" + ], + "prepared_review_unit_hash": "46519470211342ea4ac63d6c8dc15d95cb4669e4e4fd1f54d359ab283dbc1466", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "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": "This cluster is mostly a set of unrelated Transformers issues that only share broad themes like loading regressions, imports, or model-specific bugs. I rejected all soft edges because none look like the same concrete defect or change.", + "confidence": 0.59, + "canonical_issue_reason": "Most broadly scoped, concrete loading regression with a clear version boundary and user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Strongest representative issue here because it is specific, reproducible, and captures the common version-upgrade loading failure theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang vs documentation confusion in model.forward; unrelated symptom and subsystem." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage vs FP8 save_pretrained behavior; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Pipeline-removal docs issue vs unrelated placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting after failed training vs tensor-parallel training bug; no shared concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is Qwen3VL-Moe-specific while the other is a broad checkpoint reload regression; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation UnboundLocalError vs documentation ambiguity; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors vs PreTrainedConfig typing regression; different failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but tokenizer-loading regression and Llama 3.2 vision model-loading breakage are distinct." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hub import error vs broken env CLI; different APIs and root causes." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage vs type-checking regression; not the same change." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init application vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in forward signature vs missing import symbol; no shared code path." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs missing Qwen2_5_VL import; different package export issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue vs Gemma4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion vs unrelated placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import vs FileNotFoundError for trust_remote_code cache loading; both load-related but different defects." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI/env issue vs Python 3.14 import failure; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs mentioning return_all_scores; different domains." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs propagation and the other attention interface architecture; not a single concrete fix." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video encoder attribute error vs trust_remote_code cache FileNotFoundError; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init/Liger Kernel issue vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import error vs PreTrainedModel import error; separate export regressions." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated model areas." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "chunked_prefill cache bug vs cache-strategy typo; not same underlying issue." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash vs broad 'v5 breaks too many models' complaint; too vague to merge." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "lazy loading bug vs TensorBoard/TensorFlow backend error; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "missing files on processor.save_pretrained vs empty bug report; no evidence of same defect." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA ReLU discussion vs video num_frames semantics; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs missing _tp_plan for tensor parallelism; distinct issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "lazy loading bug vs unsafe sys.modules access; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding box output bug vs PreTrainedConfig type checking regression; 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": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "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:45230|issue:45310", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "2773e47550ef21c190e4535990d8f61d327d596f2228c969d3afcf4f7893ac79", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39690, + "estimated_input_tokens": 9923, + "estimated_eval_tokens": 20102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose v5-era breakage and import/load regressions, with a few genuinely related loading/import-lazy-loading pairs; most soft links are too broad to merge.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the clearest broad umbrella report here: concrete upgrade breakage from 4.57.0 to 5.5.0 with many import failures, making it a better cluster anchor than the vaguer or highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to surface because it is concrete, version-specific, and representative of the larger v5 compatibility theme without being as vague as issue:45850.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different concrete failures: bbox output issues vs an infinite loop on one image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Unrelated surfaces: the v5 env CLI vs checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time cleanup/performance regression is not the same bug as missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing config attribute for Llama4 is a specific model bug, not the same underlying problem as a broad 'v5 breaks too many models' report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe v5-era checkpoint loading incompatibility tied to initialization/loading behavior, and could plausibly be fixed by the same code path." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is a distinct model config issue, not the same as the generic v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying bug as broad version-wide breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade complaints, but they do not identify the same concrete failure or fixable code path." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One is fp8 inference support for Qwen3-VL/Qwen3.5, the other asks about a weight conversion script for DeepSeekV4; different changes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import surface/performance changes are not the same as failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger kernel application under model_init are different problems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to lazy-loading/import-path behavior being broken or ineffective, which plausibly explains the import slowdown and functional lazy-loading issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucination." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer read error is not the same as a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a specific serialization bug, not the generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A typo in cache-strategy text is unrelated to SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Broad import-time cleanup and a HybridCache import failure are different import regressions." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-surface refactoring is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support/version constraints are not the same as generic model breakage." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-related failures: hallucination/error on a specific output vs from_pretrained error." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility is unrelated to a specific missing module import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "A post_init policy issue is not the same bug as tied-weight key handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env CLI bug does not match the lazy-loading bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application under model_init and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug-report framing is not enough to treat this as the same issue as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access is not the same as the generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is not the same as the generic bug report." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training loss shifting are unrelated model bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor related, but timestamp calculation and padding calculation are different concrete bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and scheduler kwargs handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. issue:45278 is a reasonable cluster anchor because it is the clearest concrete v5 upgrade regression in the packet. The rejected links stay conservative, and the two accepted links are appropriately hedged as plausible same-path loading/lazy-loading regressions rather than asserted as certain duplicates. No major overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-500", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "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": "8037d579e2ef110d7c11d82c927e1dc8e2c1375f023d687fc6cc91a82282b607", + "component_budget": { + "node_count": 500, + "item_count": 500, + "soft_pair_count": 1839, + "serialized_chars": 953865, + "estimated_input_tokens": 238467, + "estimated_eval_tokens": 477190 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 44, + "serialized_chars": 38878, + "estimated_input_tokens": 9720, + "estimated_eval_tokens": 19696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly contains unrelated model-specific regressions, import/load failures, and tokenizer/v5 complaints. None of the soft-edge pairs look like true duplicates; they are mostly same-subsystem or same-version similarity rather than the same concrete bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45850 is the closest umbrella representative because it captures the shared \"5.0 breaks many models\" theme that recurs across several nearby reports, even though the set is not a clean duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best single representative of the cluster because it is broad enough to summarize the common v5-regression theme without pretending the narrower reports are the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but different concrete failures: shared-expert gating vs a dtype/transpose bug in DeepSeek-V4." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Both are model implementation bugs, but VRAM leakage in Qwen3 is unrelated to GLM-5 RoPE logic." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different code paths: GLM-5 RoPE implementation versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings and a Qwen3 VRAM leak are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Both are runtime bugs, but local_files_only network leakage and Qwen3VL timestamp calculation are separate defects." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "One is a broad version-5 breakage complaint; the other is a specific import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained missing files are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is not the same bug as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are unrelated feature requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp calculation and Qwen3 VRAM leakage are different bugs in different paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they affect different modules/models and are not the same missing-symbol problem." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH and a Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5 regressions, but one is a broad behavior change and the other is a decoder-type mismatch; not enough to call them the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific Flash Attention 2.0 support is narrower than the generic Flash Attention 2.0 request and does not clearly describe the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder issue title are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the placeholder/unemployment title." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to the placeholder title." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder title is not the same as the broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure is unrelated to the placeholder title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights helper crash and a chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint load slowness and a missing import symbol are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weights helper crashes are different issues." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id absence is not the same as the tied-weights list crash." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2.0, but they target different models and different support gaps." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and checkpoint loading slowness are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow finalization on failure and checkpoint load slowness are separate problems." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness and tensor-parallel training bugs do not share the same concrete failure." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading checkpoint slowness and documentation confusion are different kinds of issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint bug and a tokenizer regex warning are different defects." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value not used and kwargs not passed to loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to the tokenizer regex warning." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling and RoFormer attention interface usage are different bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation and a ModernBERT type-hint mistake are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and the quantization-operation typo are separate issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm normalization semantics and a ModernBERT type-hint error are not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "cda7107b460078b8f23b0f480d4528f6659ad7065e46b168bccf65b1cecb0562", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a false positive: the three issues cover unrelated feature requests in different parts of the project, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: issue #10519 (truncation direction), #11005 (ReduceLROnPlateau-like functionality), and #11307 (Wav2Vec2 word time offsets) are unrelated topics.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the cluster is not a duplicate set; the overlap is only superficial wording similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas and code paths: token truncation behavior vs word boundary timing in Wav2Vec2. No evidence they describe the same bug/change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation option vs learning-rate scheduler functionality. Similarity is lexical only." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and expected fixes: scheduler behavior vs audio model timestamp extraction. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "5e9226a192edcf741df924ac88eb0e35d80da688ecd3818247962478f2f56bf0", + "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 are three separate issue reports: one about Tapas tokenization mismatch, one about a bad auth-related download error message, and one about a generic model-loading failure. They do not look like the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three because it concerns a core model-loading failure, whereas #15980 is specifically about an unauthenticated private-model download error message and #13244 is about Tapas tokenization behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best umbrella issue for the cluster since it captures the general 'can't load model' symptom. #15980 is narrower and more about error handling/message quality, and #13244 is unrelated to model loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different subsystems and failure modes: Tapas tokenization behavior versus generic model loading. No indication they describe the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model access/loading, but #15980 is specifically about the error shown when downloading a private model while logged out, not the same concrete failure as the generic inability to load bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "59e647f1ca3432f99d82f752c795a9fb249837582471165213199f1d12293f43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They overlap only in being broad architecture-support proposals, not in the underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate candidate for the other; both should remain separate tracking items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities (Flash Attention 2 vs GGUF) and no shared concrete bug or implementation path." + } + ] + }, + "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": "08185f0eea802173391c3b7133dafab89fa4cf186e12536ea6d8aac1974f727a", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a mix of separate i18n translation-request issues for different languages, but there are two exact-duplicate subgroups: the placeholder-title issues (43834/44365/44370) and the Thai-title pair (46222/46226).", + "confidence": 0.84, + "canonical_issue_reason": "issue:43834 is the best canonical representative of the exact duplicate placeholder-title subgroup: it is the earliest of the three and has two near-identical matching peers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue anchor because it belongs to the largest exact-duplicate subgroup in this cluster; the other language-specific translation requests are distinct topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation requests; same broad i18n theme is not enough to treat them as duplicates." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation requests; only the boilerplate/template looks similar." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs generic placeholder request; not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian), so these are separate requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; same subsystem, different issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder request; not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and placeholder-title issue are not the same concrete translation task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Spanish vs Romanian); these are distinct requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs placeholder-title issue; similarity is only at the template level." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs placeholder-title issue; not the same specific change." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request and generic placeholder request are different issue texts/tasks." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request vs Thai-titled request; different languages, different issues." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs Thai-titled request; not duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical issue metadata/body shape; likely the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-title translation request; appears to be an exact duplicate of the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-title issue vs Thai-titled issue; these are not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-title issue vs Thai-titled issue; only superficial similarity." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same exact placeholder title and very similar metadata; this looks like a duplicate submission." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different language requests; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-title issue vs Thai-titled issue; not a duplicate pair." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different language/request text; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-title issue vs Thai-titled issue; different requests." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title and matching metadata/body shape; these appear to be duplicate issues for the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the duplicate claims are supported by identical titles, near-identical body lengths, and very high soft-similarity scores, and the rejected cross-language pairs are handled conservatively. No clear overstatement beyond what the metadata supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "988ac2365026ccf38a8ec47682c6c7af167d7d9445924a67fa81a70f9e511543", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23786, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23786, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate model-addition/support requests that share a broad template, but they do not describe the same underlying bug or change. No soft pairs look mergeable as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46133 is the strongest representative: it is detailed, discussion-heavy, and has a clearly scoped model request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46133 is the best overall anchor for this cluster because it is the most active and well-defined request among otherwise unrelated model additions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); same broad add-model pattern only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS are unrelated model features." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models entirely (EuroBert vs RF-DETR), not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions with no shared code-path shown." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model request vs audio model request; not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a sparse-transformer request are distinct model targets." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and sparse transformer support are not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model types and code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not one duplicate bug." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and sparse-transformer support are distinct changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model-add requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated model targets." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different requests with no shared underlying fix." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support are related only at a broad conceptual level, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a person-named issue are not the same artifact type or change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are different modalities and not one mergeable PR/issue." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and sparse-transformer support are not the same code-path problem." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but target different models and changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support and sparse-transformer support are distinct changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are separate model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and a Granite attention option are different concrete changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model tasks and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and the unrelated closed issue 'Mirko Privitera' are not the same change." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated closed issue 'Mirko Privitera' do not match." + } + ] + }, + "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": "24af7d7f8f916129276ac332b0be86ac3b3a6e4ff083afbdf813833ec6595451", + "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 for adding `pruna` as an optimization framework, while the other is a technical refactor for Vision RoPE. They do not describe the same underlying problem or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the more substantive technical issue and is the better candidate to keep as the representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "No meaningful overlap in problem statement, code path, or requested change; a docs addition request is not the same as a Vision RoPE refactor." + } + ] + }, + "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": "4082abf6af0732d849ecf600a2f1a8c48bb1018506ab50ca8c94ae5d142093ae", + "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 asks about Set Block Decoding, while the other requests DeepSeek v3.2 support. They describe different feature areas and no shared issue target or code path is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and likely problem domains are unrelated: block decoding behavior versus model support. No shared target, filename, or concrete code-path overlap is shown, so this is 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": 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": "99625f2433eb3eb776a8e565605c7f51f2155ce2995f76f375bb2f01bb8444cd", + "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 not duplicates: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss / LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They target different model components and different changes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request, but it is not a duplicate of 41826.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen as the cluster representative, 41306 is more actionable and specific; however, the two issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features and code paths: one is about a logits-loss integration flag in `from_pretrained()`, the other is about adding TiledMLP for memory reduction. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9e68edd57401fadca934f0f7952bf58891d20a884a1558375a3dbf6c76f33796", + "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 both mention custom trainers, but they describe different problems: one is about `remove_unused_column` dropping needed inputs, the other is about FLOPS estimation logic for custom trainers. They are related in theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the broader and more concrete custom-trainer compatibility concern; issue 43600 is a separate FLOPS-accounting problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared mention of custom trainers is too broad; one concerns input-column pruning, the other concerns FLOPS estimation, so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b354738058770ba10cdb397c0a3ea7b912028c6988b7bcb777bcd4acec5c5e9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a very broad Qwen/auto-model level, but they request different features for different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43684 is the broader registration request (Qwen3-Omni plus AutoModel/AutoModelForConditionalGeneration), so it is the better representative of this small cluster, but it is still distinct from the Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the most general issue in scope and best represents the auto-registration theme, though it does not subsume the separate Qwen3.5 AutoModelForSequenceClassification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target heads (ConditionalGeneration vs SequenceClassification); 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": 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": "7d39f703fb5f42fb7c87be55d436f5b10f5e5929e7d08a08651b211a1e2dd936", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is made up of very low-information issues with generic/duplicated titles and no concrete bug details. They do not provide enough evidence to confirm true duplicates, but they look like the same spammy or placeholder topic group.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43859 is the best representative only because it has the only discussion activity; otherwise the issues are too sparse to distinguish meaningfully.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest issue to keep as canonical because it appears slightly more active and the cluster contains no technical detail to justify a different choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Both are too vague and lack enough body detail to prove the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same generic title pattern, but no concrete bug description or target is available to establish duplication." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence beyond superficial similarity; cannot confirm the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles are identical, but the bodies are too sparse to verify that they describe the same bug or request." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Too little detail to confirm these are duplicates rather than separate placeholder reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "No concrete problem statement is available, so the match cannot be accepted as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "bc401ca08100242925dd5d871976caac2c5afab781dc5925dd14678c896eb8e5", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like mostly low-signal spam/placeholder issues with no concrete bug report or shared technical detail. The items do not provide enough evidence to treat them as duplicates of the same underlying problem.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 44418 is the only item with a somewhat descriptive title, but it is still extremely vague and lacks any technical details; it is the least-bad anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is marginally the most suitable issue to represent the cluster because it is the only non-placeholder title, but the overall cluster is too noisy to be a meaningful canonical issue set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles with no body content or technical context; no evidence they describe the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles with no body content or technical context; no evidence they describe the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a vague documentation suggestion are not enough to establish the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no shared technical description or target." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are both placeholder spam issues, but there is no substantive content showing they refer to the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No overlap in topic or technical details; one is spam-like and the other is a generic brand-name title." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No overlap in topic or technical details; one is spam-like and the other is a generic brand-name title." + } + ] + }, + "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": "d800bb2ea87f294900f526fd58c0244757ebfb2b6229fe6292c9d827f1cf0fcb", + "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 highly similar and likely related, but the evidence is not strong enough to confidently mark them as duplicates based on the packet alone. Identical titles and similar body sizes suggest a duplicate cluster, but there is no body-content or link evidence establishing the same underlying proposal.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #45145 is the better canonical representative because it was created earlier and has an inbound reference, but the duplicate relationship is only tentative from the available signals.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best cluster representative due to earliest creation and slightly better linkage; #45151 does not add a clearly distinct problem statement, though the duplicate status is not fully proven.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Rejecting as a confirmed duplicate: the packet only shows identical titles, similar body lengths, and soft similarity. That is not enough to establish the same underlying energy-reduction proposal without body-content evidence or explicit linkage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is plausible, but the soft-edge verdict overstates the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish the \u201csame underlying energy-reduction proposal\u201d or that the pair should be confidently accepted as duplicates. Please downgrade the verdict to tentative/conservative unless body-content evidence is available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "08798f53e1eded28245cef46b73d3569c4eb89a3ba5862744a7bfb3f45dab0a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to be duplicates or part of the same bug report; they are unrelated name/date entries with no shared problem description.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles reference different people and dates, with no overlap in subject matter or any supporting discussion/content.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative duplicate target because they do not describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The issues are unrelated; the titles identify different individuals and dates, and there is no evidence of a shared bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "34e9bbf2578bb85540b84b334dcd62d9c12dedc2b5774f693d5ed7da31df62db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not describe the same bug or change; they look like unrelated low-signal placeholder/spam reports containing only names and dates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is only the earliest item, but neither issue is a meaningful canonical duplicate target because they are unrelated and lack bug-report content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal-name/date strings with no shared bug, code path, or actionable problem; this is not a duplicate pair." + } + ] + }, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "b6fa603c0a7e73a13301dd69aae3fed0a5884006321f940a75646a5ef97a192c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45810 is the more concrete feature request and would be the better representative if one had to be chosen, but it is not a duplicate of #46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model/task head support vs FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-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": "df96a3b7e7edeb72f4123f2ef988f1e93a8a4f75989444eb1c29d83650a556c8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is really two separate exact-duplicate pairs plus one related-but-distinct issue: 45870/45871 are duplicates, 45872/45873 are duplicates, and 45869 is a different dataset-promo issue that only shares the financial/DataForge theme.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the cleanest representative of the 45870/45871 duplicate pair: same title/body signal as 45871, slightly more activity, and it is the earlier of the exact matches.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue to keep as the canonical thread for the exact-duplicate 'Example: Financial time series prediction with DataForge' pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial theme, but the titles describe different artifacts: a dataset bundle vs. an example workflow." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying request; this is a dataset listing, not the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate pair: identical title/body length and same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention Financial/DataForge, but one is an example and the other is a scraping-service topic; not the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related subsystem, but different concrete request: example prediction vs. scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Only topical overlap; they do not appear to describe the same underlying bug/change." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different issue topic and different requested change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair: identical title/body length and same DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the conservative non-duplicate calls are reasonable. The two accepted duplicate pairs are well supported by identical titles, identical body lengths, and jaccard 1.0, and 45870 as the canonical representative is justified by earlier creation time and slightly more activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "35763dc147bcfa9fe451f518618cd892ef301daeeb3b566a3ff330bf33906bf7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are plausibly related through the static-cache/linear-attention path, but the packet only shows title-level similarity and a soft-similarity signal. With no shared targets, filenames, or explicit links, this is not enough to confidently merge them as the same bug.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 46439 is the better canonical report because it describes the broader mechanism (`early_initialization` corrupting linear-attention layers) rather than a single model-specific crash surface.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best global issue anchor for the cluster since it is more mechanism-oriented and can reasonably subsume the narrower Qwen3.5 symptom if later evidence confirms they match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The evidence is too thin to treat these as the same underlying bug. They share a static-cache/linear-attention theme, but one is a RuntimeError from shape corruption and the other is a Qwen3.5 KeyError on `linear_attention`; without shared targets, filenames, or explicit links, this should remain only possibly related." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausible, but the evidence in the packet is too thin to support a firm same-bug merge. We only have titles plus a soft-similarity signal, with no shared targets, filenames, or explicit links. Issue 46439 describes an early_initialization shape-corruption RuntimeError, while 46441 reports a Qwen3.5 KeyError on `linear_attention`; these may be related, but the analyst overstates the certainty by treating them as the same underlying cache-initialization bug and accepting the edge outright. A more conservative verdict would be 'possibly related' rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "ddfaf6c70a4d02d25b74097caacecf1698c64e29af37a4e23ae5b4480ae7c8f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-perfect duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token leak bug. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and has the same exact title/body as #46551, making it the better canonical tracker for this bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep because it is still open and already attracting references, while #46551 appears to be the earlier closed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles and body content describe the same concrete tokenizer bug, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two issues have identical titles and bodies, and #46552 is open with inbound references while #46551 is closed. The duplicate verdict is conservative and supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "d72ef512e28207c15d736872a5a8f11b382204110263d266231bde963437c98b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to training object detection models, but they describe different failures: a tensor-size mismatch versus an out-of-memory condition after several epochs. They do not look like the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the broader, more generic report, but it is still not a good canonical for this cluster because the failure mode differs from #46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptom and likely different root cause: shape mismatch during training vs OOM after some epochs in RT-DETR v2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "a13d06ae1cfc12f6b7f2e17d829964a41c4a7dde8d31b10ed10e47f4f830e62b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about model loading/dispatched placement failures, but they describe different code paths and different failure modes: ZeRO-3 zero.Init partitioning for a composite submodule versus 4-bit device_map/max_memory dispatch incorrectly sending modules to CPU. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the more specific bug report with a concrete subsystem (ZeRO-3 zero.Init) and a clearly identified failing composite submodule path, making it a better canonical issue for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best standalone issue because it names the exact loading mechanism and the observed OOM symptom, which is more actionable and narrower than the broader quantization/device_map error in 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Both concern model loading, but one is a ZeRO-3 partitioning/OOM bug and the other is a 4-bit device_map/max_memory routing bug. They affect different mechanisms and would not plausibly be fixed by one 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": 1, + "component_count": 38, + "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": "3e13e51d8cbbe9ef860350395afb6382d76bd4c26ccf84a7f9de61fbbee93394", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7222, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7222, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but not duplicates: #40546 is the base VibeVoice integration, while #42781 is a broader follow-up adding VibeVoice Realtime and acoustic-tokenizer support.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the broader, newer VibeVoice PR and appears to subsume the base integration with extra realtime/tokenizer work, so it is the better representative PR if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the most complete VibeVoice-related PR in this cluster, covering the additional realtime and tokenizer pieces beyond the core model port.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files indicate overlap, but the scopes differ: #40546 is the core model implementation, while #42781 adds realtime and acoustic-tokenizer functionality. They are related follow-up work, not the same concrete 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": 2, + "component_count": 38, + "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": "aa87e434f8c062096a5a0b3e2866fff06f8ffb0a363763b7c308d7a15d5dfe00", + "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 pull requests are unrelated enhancements 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": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the better representative of the cluster because it is a focused, well-scoped feature addition with substantial review activity; however, it is not a duplicate of PR 40755.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the strongest PR in the set as a concrete, mature feature implementation with clearer review evidence and a tighter scope than the TimesFM covariates PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different changes: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not share the same underlying bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 38, + "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": 4, + "component_count": 38, + "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-41855-15", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46707", + "pull_request:46911" + ], + "soft_pairs": [ + "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:46911", + "pull_request:43424|pull_request:46707", + "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:46911", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:44827|pull_request:46048", + "pull_request:43823|pull_request:46707", + "pull_request:43823|pull_request:46911", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "84e9f57d6d3feb76052d4c3102e5fc305fbcf9a71817df769ebbbf34644045c3", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42249, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42249, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is overwhelmingly heterogeneous: tokenizer methods, processor registration, model additions, docs, FSDP migration, RoPE changes, and loss/kernel work are all unrelated. The only true duplicate pair is the two `fixed_cross_entropy` PRs, which both implement the same `cross_entropy` kwargs passthrough fix. Everything else should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the only real duplicate pair: it directly targets issue 43240 and implements the `cross_entropy` kwargs passthrough in `fixed_cross_entropy` with the broader, cleaner signature update.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest single PR in the cluster to anchor deduping because it is issue-linked, changes the exact loss code path, and is materially the same fix as 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different model areas and changes: Mistral tokenizer methods vs adding MobileLLM model files. No shared bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition and an ExecuTorch dynamic-shape test are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model-adjacent, but one is auto/processor robustness work while the other is a new model addition; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs passthrough and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same broad library area, but one is cross-entropy kwargs support and the other is Mistral4 test/model work; not the same concrete fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "ExecuTorch dynamic-shape testing and Olmo3 RoPE-per-layer support are different features." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "Dynamic-shape export testing vs native FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different subsystems and objectives: export test coverage vs Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export testing and a new model implementation do not address the same underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution order fix; no shared code-path problem." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill/docs PR are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 test fixes and Olmo3 RoPE-per-layer logic are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 fixes and FSDP2 migration address different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work and CLIP-like checkpoint renaming are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat-response parsing updates are different features." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "Weight-name renaming for CLIP-like models is unrelated to FSDP2 migration." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 migration are different subsystems and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel work are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "New MobileLLM model code and distributed FSDP2 migration are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM model addition and Olmo3 RoPE support are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT kernel integration do not share the same concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and a repo skill/docs PR are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition and a repo skill/docs PR are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` bug by forwarding supported kwargs to `nn.functional.cross_entropy`; they are the same concrete code-path change and could be merged into one." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is mostly heterogeneous by filenames and diff scope, and the only clearly duplicate pair is 43251/43254, which both target `fixed_cross_entropy`/`cross_entropy` kwargs passthrough for the same issue. The soft-edge verdicts are conservative and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 38, + "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": "57329bf97c0aec97569361afe420621eeb9b6724dd6341ebc192605377d08eb8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are workflow dependency upgrade batches, but they are not the same concrete change: PR 42975 is specifically for Node 24 compatibility across many GitHub Actions, while PR 42976 is a broader \u201clatest versions\u201d bump centered on Docker build actions. They overlap in a few workflow files, but the underlying fix goals differ.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearest intent (\u201cNode 24 compatibility\u201d) and covers the shared workflow-upgrade theme more explicitly than the vaguer \u201clatest versions\u201d bump in PR 42976.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it targets a specific platform compatibility issue and appears to be the more comprehensive workflow-action upgrade set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are GitHub Actions upgrade PRs, but they address different upgrade goals and different concrete actions; they would not plausibly be merged as one 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": 6, + "component_count": 38, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "175d190ad8e9888e8402a542e85a75b38b1e0911cb334828f2db9276f8af6647", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21197, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21197, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: five independent model-addition PRs plus one Step3p7-related script/model-harness PR. The shared docs/auto-mapping edits are boilerplate, not evidence of duplicate bugs or mergeable overlapping changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs target different model families (ViT NEPA, Molmo, Molmo2, CTSM, Step3p7) and are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, #46562 is the strongest standalone candidate because it is a substantive model addition and the only PR with a plausible near-neighbor (#46658), but it still is not a duplicate of the rest of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only in docs/auto-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo2); shared auto/docs files do not indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; same broad subsystem only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model releases with different codebases and filenames; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated additions; shared framework plumbing is incidental." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations; overlap is limited to registry/docs updates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 Flash are different model additions; shared auto-mapping/docs files are too generic to merge as duplicates." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Related theme, but not the same change: #46562 adds the Step3p7 model, while #46658 adds a mini-model/script harness and debug artifacts, not the same code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 38, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "57fa0316a5cf34748e2a04a879540cf7dfdae344c087427e27610a186b669700", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16287, + "estimated_input_tokens": 4072, + "estimated_eval_tokens": 8400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates of one another: they span unrelated areas such as Whisper decoding tests, FP8 dequantization, generation-config validation, CI memory limits, and ASR pipeline dispatch. The only overlapping signal is broad similarity in test or model code, not the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the strongest canonical candidate because it contains a real functional bug fix in a core runtime path (generation config validation/watermarking conversion) with broad downstream impact, whereas several others are test-only, CI-only, or narrower subsystem fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the best standalone PR in the set: it fixes an actual runtime correctness issue rather than adding placeholder tests or CI plumbing, and the change is concrete and user-visible.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different artifacts: 43291 changes Whisper tokenization/decoding behavior, while 43665 is just test-file assertions and does not fix the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding vs FP8 dequantization are unrelated code paths and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch model/runtime code, but one is Whisper decoding and the other is generation-config watermarking validation; not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "43665 is placeholder/failing test edits, while 46539 is a CI memory-limit/integration-test infrastructure change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "43665 is not a real product fix, and 46870 is an ASR pipeline model-type dispatch change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 only touches tests; 44815 fixes FP8 dequant/padding logic in runtime code." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "43665 is test-only noise, not the same runtime bug as 46380's watermarking/generation validation fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization and CI memory patching are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concrete problems: FP8 kernel/dequant behavior versus generation-config validation." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "46380 fixes generation config validation; 46539 fixes CI runner memory reporting for integration 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": 8, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "7977f1395bbc0f982e16653929b24fdb45e35b61445292389154784d8f4aea27", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated '[don't merge]' test/demo PRs touching different CI/setup areas; they do not look like the same underlying bug or change, so none should be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true duplicate of the others. If one must serve as a representative, PR #46747 is the cleanest single-file workflow change, but it is still unrelated to the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #46747 is the most self-contained and easiest to use as a cluster exemplar, but the cluster itself is heterogeneous and not a duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "43488 changes packaging/dependency metadata and a vit test, while 46747 only switches a security-gate workflow trigger. Different files, intent, and code paths." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a setup/dependency/version-bump style PR; 43532 edits multiple workflows plus testing/notification helpers. They do not fix the same concrete problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 is a broad CI/workflow demonstration PR, but 46747 is a narrow workflow trigger change. Same subsystem broadly, but 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": 9, + "component_count": 38, + "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": "fb0c834082b5d2d99a2a4b72545641c9bca67d860158125df105d37383c496c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the infrastructure level. The two PRs add different pipeline features for different segmentation tasks, so they should not be treated as duplicates or merged into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the better representative of the pair because it is the broader and more complete pipeline addition, but it is still a distinct feature from 43612 rather than a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "43613 has the more expansive scope and supporting changes (more model integrations and tests), so it is the stronger standalone PR to represent the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model support and code paths. Shared docs/registry updates are incidental and 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": 10, + "component_count": 38, + "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": "04a55dba0b2d97534985f30938e85908a65c1905a6a75d0947bb78caca948a51", + "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": "The two PRs both add override hooks in Trainer, but they target different code paths: gradient-accumulation loss scaling vs. signature-based column filtering. They are not duplicates and should not be merged together.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs are about different Trainer behaviors, not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete standalone change, since it directly alters training_step loss-scaling behavior and adds an explicit hook for custom trainers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes in the same file: 43651 changes gradient-accumulation loss scaling, while 43663 extracts signature-column filtering logic. They do not fix the same bug or form one merged 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": 38, + "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": "c6594dc0c18f385c09e485472245cf6677d866c3e959f099127cbce43b7bc62a", + "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 are about annotation-related `TypeAdapter`/typing runtime issues, but they appear to fix different concrete failures. The later PR is a narrow pydantic-absence fix; the earlier PR is a broader annotations/future-import cleanup. I would not merge them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the most specific representation of the cluster: it directly targets the `TypeAdapter` NameError path when pydantic is unavailable, with a minimal, focused change in `serve.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best standalone representative because it is narrowly scoped, explicit about the failure mode, and easier to reason about than the broader typing/future-annotations change in #43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They overlap in file and symptom class, but the fixes are not the same concrete change: #43656 is a broader annotations/future-import cleanup, while #43842 specifically guards `TypeAdapter` for missing pydantic. They could coexist, but they are not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 38, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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:44018|pull_request:44116", + "pull_request:44068|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:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + 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Only same-model pairs look like true duplicates; cross-model pairs share a theme but not the same concrete code path.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44722 is the clearest representative: it targets the same GPT-J output-tracing refactor, is later and more complete, and explicitly captures the standardized decorator-based change.", + "best_issue_reason": null, + "best_pr_reason": "Best fit for the cluster because it is the most complete and explicit implementation of the shared GPT-J/CodeGen output-tracing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model/code paths; same output-tracing theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementations; only the generic refactor theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both change GPT-J output tracing in the same code path and could plausibly be one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; 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The canonical PR choice is also well supported by the later, broader GPT-J/CodeGen refactor in #44722." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d91eadb432a87d8a793b2f156f0fa07d782d2d45a72d94ccd881f08aba24fd6c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs, but they affect different code paths and models. They are related thematically, not duplicates, so no soft edge should be merged.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44074 is the most representative cluster member: it cleanly refactors a model to the new output-tracing pattern and also updates tests, making it the best exemplar of this refactor family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44074 is the strongest standalone example because it combines the core model refactor with test coverage, while the others are narrower model-specific variants of the same migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different concrete code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but for different models (MPNet vs VisualBert); this is parallel cleanup, not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model implementations and layer wiring; they share a pattern, not an underlying bug or single fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; these are separate standardized-output refactors, not duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both involve output tracing changes, but SqueezeBert and SpeechT5 are distinct model stacks with different behaviors and targets." + } + ] + }, + "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": 38, + "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": "71f3b74478a02c8314d3c6bfd870cf9a393ce6eafae22782c51aa50b2934f8b0", + "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": "These PRs are highly similar refactors of output tracing, but they target different model implementations and code paths, so they are not true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative if one must anchor the cluster: it is a broader output-tracing refactor and touches more than one model file, making it more central than the narrower single-model PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative of this cluster because it shows the shared pattern most clearly while remaining substantive; 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They are not the same concrete fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 38, + "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": "8846b28b9fa5b68fc3a036e987f871bd0687149cfe8137d480a76d1e35cdb8d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by the broad theme of module/kernel fusion, but they target different abstractions and code paths: one introduces a generic module-fusion API, the other wires up n-to-1 kernel fusion via KernelConfig and integration changes.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it adds KernelConfig-driven fusion across modeling and integration code, with an example and broader runtime impact.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements a specific fusion mechanism in the core loading/execution path rather than just adding a standalone abstraction layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are not the same underlying change: #44979 adds a generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig across model loading/integration files. Similar theme, but different concrete functionality and code paths." + } + ] + }, + "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": 38, + "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": "69556d6afde928d8ade89af162653fb5104d5a442caaa70b6219e93f56506db5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` and adjusting the same code path in `tokenization_utils_tokenizers.py`. PR 45317 is the stronger representative because it includes the same fix plus test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it implements the same fix as 45086 but is more complete, adding a test file alongside the code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best fit overall because it directly fixes the bug and includes validation, while 45086 is the narrower version of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same function/file; 45317 is effectively a superset with tests, so these are duplicates for triage." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "8d8b7769da8cd9c2a98731a46a678bdadf5fbd2b83b2bf24f4dcb3658d7f844e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH architecture refactors, but they target different changes: one is a focused inheritance/conversion mapping refactor, the other is a broader split into Dense/Sparse model variants plus docs and auto-mapping updates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "45569 is the broader, more complete architectural PR: it introduces the new nemotron_h_dense and nemotron_h_sparse variants, updates docs, and adjusts auto-mapping/model registration. 45115 is narrower and mostly about refactoring inheritance plus conversion-key remapping.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the best representative PR for the cluster because it captures the major NemotronH model-structure change rather than just a supporting conversion refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH files, but the concrete changes differ: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adding checkpoint conversion mappings, while 45569 splits the model into dense/sparse variants and updates docs/auto-mapping. Not the same underlying fix and not something that would plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 38, + "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": "0b225d4d6843d690402bb15bb9445eca1dbc69acd67bf47a9f61260b14f5ae92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5952, + "estimated_input_tokens": 1488, + "estimated_eval_tokens": 3232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs on heterogeneous support: one is a broad implementation of per-layer configuration plus modeling, while the other is a narrower config-only subset. They overlap heavily in docs/config code, but they do not look like the same concrete change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45332 is the better canonical PR because it includes the full heterogeneous feature set, extending beyond configuration into modeling/runtime support; the other PR is a narrower config-only slice.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45332 is the best representative of the cluster because it is the more complete implementation and subsumes the config-only work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 appears to be a config-only precursor/subset, while 45332 adds additional modeling and integration changes. They overlap, but they are not the same underlying PR-level change and would not naturally merge as one 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": 38, + "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": "3f574df17165e3c50956b62af7a6d257450b36401ddcbb268f0222f00f327ba2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related PRs, but they target different changes: one is a broad type-checking sweep across many transformer files, while the other adds/adjusts typing helpers and protocols for specific modeling code. The filename overlap is not enough to make them duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete change: it adds typing infrastructure and specific protocol aliases needed by a small set of modules. It is a better representative of the narrower underlying work than the broad type-checking sweep in 45415.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best standalone PR in this cluster because it has a single coherent purpose and a clear code-path impact, whereas 45415 is a wide, repo-spanning typing cleanup rather than one concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking pass over many files while 45425 adds specific typing protocols/helpers for modeling and integration code. They are not the same underlying bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 38, + "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": "dc5214ed52f16ea95356c6ec63331ae813d6858691bda6cf7642bc8a84cb1862", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by expert parallelism, but they target different bugs and loading paths: one fixes EP + DeepSpeed ZeRO-3/accelerate config handling, the other fixes EP + FSDP2 expert weights being overwritten by rank-0 broadcast. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a concrete, well-scoped corruption bug in the model loading path and has a more specific failure mode than #45548.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest representative change set: it fixes a distinct code-path problem with expert weights being overwritten during distributed loading, and its edits align tightly with that bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Do not merge: both concern EP, but #45548 fixes distributed_config serialization and accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different concrete bugs and different fix paths." + } + ] + }, + "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": 38, + "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": "1911561d479c46b18cd04b03a47e179a7029b325f25f58eaef55d619b8e88740", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "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 bug. PR 45645 is the broader, more complete fix because it includes the worker-safe log handling plus the CI workflow adjustment to collect multiple captured_info files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the full underlying problem: fixing xdist collisions in the patched testing logs and preserving those logs in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative PR for the cluster since it contains the core code-path fix and the follow-up workflow change needed to keep debug artifacts visible.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs address the same captured_info xdist collision in testing_utils; 45645 is a superset that extends the same fix to CI log collection, so they look like 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": 24, + "component_count": 38, + "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": "57f5bc271aff5b5b0b6935ddfc15d023967900bdb8395f4a26d976a8cac1848a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are both linter-driven model refactors in transformers, but they target different rules and different underlying changes. PR 45720 adds TRF003 coverage for return tuple handling in forward methods, while PR 46259 adds TRF018 modeling-rule changes around weight initialization. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs implement different lint rules and fix different code-path patterns, so they are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the other; 45720 is about forward/output API decoration, while 46259 is about initialization logic cleanup. The overlap in filenames is only because both sweep across many model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different concrete changes: TRF003 adds can_return_tuple/return_dict handling in model forwards, while TRF018 rewrites model weight initialization logic. Shared subsystem and shared files do not make these 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": 25, + "component_count": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 38, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "ae1ae610cd0bb628e66e2f702708421fbdcd3976dd3fdfe7357dafb242a7f331", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7879, + "estimated_input_tokens": 1970, + "estimated_eval_tokens": 4196 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7879, + "estimated_input_tokens": 1970, + "estimated_eval_tokens": 4196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate open PRs that all happen to touch testing/CI infrastructure, but they target different changes: a grafana/CI secret and model tweak PR, a broad test migration PR adding kernel/model tests, and a PEFT integration CI PR updating workflow branching and peft integration code. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the most representative only in a loose cluster sense: it has the broadest diff footprint and the most discussion/review activity, but it still does not match the others as the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best single representative of the set because it is the most active and cross-cutting PR, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying work: 45932 changes CI secrets plus model code in aimv2/auto-mappings/other model files, while 46100 is a test migration adding kernel tests and DDP YAML. Same general testing theme, but not the same fix/change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "Both touch .github/workflows/pr-ci-caller.yml, but 45932 adds OTEL secrets and model-related edits, whereas 46891 changes the push branch/workflow target and peft integration code. They are not the same concrete change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "46100 is a large test migration adding model/kernel tests, while 46891 is a PEFT integration CI change with workflow edits and small peft-related code. Shared testing/CI context is too broad to merge 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": 27, + "component_count": 38, + "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": "d11d51fcb7873039c207311da705feb80f5e4e9c0f5963266998d315814774c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in distributed-module filenames, but they are not the same underlying change: one is a focused EP/trainer integration, while the other is a broad distributed branch-base PR with many unrelated edits.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more focused and coherent change set, centered on EP router parallel and trainer integration; PR 46269 is a broad umbrella branch-base PR spanning many distributed areas, so it is not a good canonical duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 best represents the specific concrete code-path change in this cluster. PR 46269 is too wide in scope and mixes multiple distributed subsystems, making it a poor representative for duplicate triage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: 46126 is a narrow EP/trainer feature, while 46269 is a large branch-base PR touching many unrelated components. They do not appear to fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 38, + "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": "54f3aa9a77d17ace25d8638d8427ee831119765a6829cf98d87d654d70d0b717", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25917, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25917, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of small workflow-maintenance PRs. Despite the generic similarity signals, they target different workflows and different changes; I do not see any pair that clearly fixes the same underlying bug or could be safely merged into one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative of the cluster because it makes the most substantive workflow/security hardening change in the shared pr-ci-security-gate area, and the later PRs around that file are closer variants of the same workflow than the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best standalone representative: it is concrete, security-relevant, and more central than the other small one-off workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behaviors: stdin handling for self-comment CI vs. PR security-gate logic. Similar maintenance style, but not the same bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows and different code paths. One updates self-comment CI command piping; the other changes PR security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow responsibilities: self-comment CI vs. a caller note in pr-ci-security-gate. No shared concrete fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes. The first edits a CI helper invocation; the second changes reusable workflow secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows with unrelated fixes: comment handling in one workflow vs. commit-message parsing in build-ci-docker-images." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but one is SSH-runner hardening and the other enables benchmark_v2 on workflow_dispatch. Not the same underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and distinct fixes: SSH-runner secret handling versus anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated behavior changes. The checkout ref tweak in assign-reviewers is not the same as SSH-runner security updates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Both concern CI security, but they modify different workflows and different mechanisms. Not one concrete bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH-runner hardening and PR CI security-gate permission changes are separate workflow concerns, not a single mergeable fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different triggers/permissions. Similar broad area only." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions and assign-reviewers checkout ref are unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and distinct fixes. No shared concrete code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Security-related in a broad sense, but these are different workflows with different logic and different failure modes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark dispatch support are unrelated workflow adjustments." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and changes: reviewer assignment checkout ref vs. commit-message parsing in docker-image build CI." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Not the same bug or code path; one affects reviewer assignment, the other PR security-gate behavior." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated operational fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger support and PR security gating are separate workflow changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Same general CI ecosystem, but different workflows and distinct fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci-docker-images commit parsing and PR CI security-gate permissions are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one edits the reusable security gate implementation while the other changes the caller workflow's permissions/approval wiring. Different concrete changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "The reusable workflow implementation change and the caller-side documentation comment are not the same underlying bug or fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "One changes the reusable workflow implementation; the other changes the caller's secrets passing. Related file area, but not one mergeable fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Caller workflow permission/approval logic and a comment-only safety note are not the same change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are caller-side changes, but one adjusts permissions/approval flow and the other changes secrets inheritance. Different fixes and could not be treated as one bug." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A documentation comment and a functional secrets-handling change are not the same underlying issue." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files 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": 29, + "component_count": 38, + "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": "e787edfe9aaaa687b7f8664f1bd1260da40edefb6837081ba7e27b254de38718", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related in theme (replacing file-open source introspection), but they target different code paths and are not the same fix. They should not be deduplicated as one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46207 is the clearest representative because it directly replaces source-file opening in a specific runtime check with inspect.getsource and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46207 is the best standalone PR in this cluster: the change is concrete, narrowly scoped, and the bug/fix relationship is explicit.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid reading source via open(), but they modify different modules and different mechanisms (_resolve_traversable in import_utils vs _can_set_attn_implementation in modeling_utils). They do not appear to be the same underlying bug or 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": 30, + "component_count": 38, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 38, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "65d03bf996a4490edf35e9d6f0f57b04aa43f805d1fa8343f6793e47f629cda6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs harden local checkpoint loading against path traversal, but they protect different untrusted inputs in different code paths (`weight_map` shard filenames vs `transformers_weights` explicit filename), so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: PR #46281 fixes shard-file path traversal from the checkpoint index, while PR #46890 fixes a separate explicit-filename path traversal in `transformers_weights`.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one representative, #46281 is the cleaner canonical example of the cluster\u2019s security theme, but it should not subsume #46890 because the underlying bugs differ.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Different vulnerable inputs and call paths: #46281 validates shard filenames from the index `weight_map` in `hub.py`, while #46890 validates `transformers_explicit_filename` from config in `modeling_utils.py`. Same broad security theme, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "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": "c1d0e855200c90e14d4067786409bb1f4fcc92bda1cc0849463721999c96a1fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4850, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one sliding-window boundary in Moonshine streaming\u2019s mask function; PR 46546 is the broader, more complete version with tests and an additional Gemma4 fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it addresses the same Moonshine boundary bug and includes a test plus an additional related fix, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the best representative of the cluster since it contains the same core bug fix as 46310 and adds validation and a second implementation update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs change the same Moonshine streaming right-window boundary check from `<` to `<=`, fixing the same underlying off-by-one bug in the same code path; 46546 is a superset, so they are duplicate-compatible." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 38, + "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-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" + ], + "prepared_review_unit_hash": "6aaf5a1e829f3c7e018f3cc7e35a9b88a6312b3bf1ebdf083f151c74a55794e8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14158, + "estimated_input_tokens": 3540, + "estimated_eval_tokens": 7336 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14158, + "estimated_input_tokens": 3540, + "estimated_eval_tokens": 7336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All candidates are distinct PRs: three are separate model-support additions, one is a continuous-batching multimodal feature, and one is a Gemma masking bugfix. The soft-similarity signals are broad and do not indicate true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46425 is the most self-contained standalone model-support PR, but this cluster does not contain a true duplicate canonical pair.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46425 is the most representative standalone PR in this mixed set; the others are either a much larger feature or an unrelated bugfix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different subsystems and code paths: continuous batching/multimodal runtime vs adding a specific model implementation and docs." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "One is a continuous-batching feature; the other is a new RADIO model support PR. Same broad ecosystem, not the same change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both add model support, but for different architectures and files; they are separate model integrations, not one fix." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support and Gemma sliding-window attention masking are unrelated changes with no shared concrete bug or patch target." + } + ] + }, + "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": 38, + "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": "9307db0811f971f8a5317e83dbb28e9ff519c969b59353296ccdcdfa4c6f50cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one fixes CodeLlama decode behavior in the tokenizer implementation, the other fixes DeepSeek-Coder/DeepSeek-LLM loading to the correct tokenizer class in auto-tokenization. They affect different code paths and should remain separate.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 46574 is a CodeLlama decode-space fix, while 46580 is a model-class selection fix for DeepSeek checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; the two PRs solve unrelated bugs in different modules and do not subsume one another.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: CodeLlama decoder stripping leading spaces vs. DeepSeek checkpoints loading the wrong tokenizer class. They do not share the same concrete code path or merge into one PR cleanly." + } + ] + }, + "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": 38, + "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": "bd0b6e72a1ee96d9b252868a9e1b5b3dfaaec2077b61a2b201a2e70ca5bf0eff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct Mistral PRs that overlap in touched files but not in underlying change: one moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection/conversion/save utilities. Shared filenames are incidental, not a duplicate signal.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46604 is the more substantial and representative Mistral tokenizer change; PR 46603 is mainly a refactor/move of existing converter code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the strongest standalone PR here because it introduces new tokenizer behavior and utilities, whereas 46603 is a narrower packaging refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Do not merge: 46603 relocates `MistralConverter` into `integrations/mistral`, while 46604 adds tekken tokenizer detection, conversion, and save support. They touch the same Mistral area but fix different problems and would not plausibly be 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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781" + ], + "prepared_review_unit_hash": "26d606a82b35a0e1ea0fba4a232190a1db92867f163426afd9dfcf96b73678d5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are pull requests and they address different bugs: two model-forward-path fixes and one QuantizedCache hybrid-model fix. Despite some shared model filenames, they are not the same underlying change, so the soft links should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46741 is the strongest canonical PR: it targets a concrete execution-path bug in chunked-prefill/speculative decoding across several linear-attention/hybrid models and has the clearest code-path-specific fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #46741 is the best representative of the cluster because it fixes a specific runtime bug in model forward logic, is broader in model coverage than #46773, and is more directly related to the shared Bamba/Falcon/Granite/Nemotron/Zamba code paths than the cache-layer change in #46781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Shared filenames are not enough here: #46741 fixes chunked-prefill/speculative decoding state handling, while #46773 fixes padding-mask application for batch-size-1 linear-attention models. Different symptoms, different conditions, different code paths." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "#46741 is a model forward-pass fix; #46781 changes QuantizedCache construction for hybrid SSM+attention models in cache_utils. They touch unrelated failure modes and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "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-46895-4", + "nodes": [ + "pull_request:46895", + "pull_request:46898", + "pull_request:46903", + "pull_request:46916" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", + "pull_request:46895|pull_request:46903", + "pull_request:46898|pull_request:46916", + "pull_request:46898|pull_request:46903" + ], + "prepared_review_unit_hash": "39218a15dec2b2c04a7cc64e8a0b0d9d23cc19f5fa0296e1cf5a76353a701cd4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10575, + "estimated_input_tokens": 2644, + "estimated_eval_tokens": 5544 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 5, + "serialized_chars": 10575, + "estimated_input_tokens": 2644, + "estimated_eval_tokens": 5544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is about a repeated training-loss double-shift pattern across several model-specific PRs. The Florence2 and CohereASR changes overlap with the broader roll-up PR 46916, but PPFormulaNet is a separate code path and the cross-model pairings should not be merged just because they share the same bug pattern.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "46916 is the broadest representative: it covers the exact Florence2 and CohereASR loss-path changes in one PR, making it the best cluster anchor even though it bundles two model fixes.", + "best_issue_reason": null, + "best_pr_reason": "46916 best represents the shared training-loss double-shift fix because it includes both affected model paths and the same loss computation change, while the others are narrower model-specific variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Same general symptom, but different models and code paths (CohereASR vs Florence2); too broad to treat as the same PR change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": true, + "reason": "Both fix the CohereASR training-loss double-shift on the same forward/loss path; 46916 just bundles an additional Florence2 fix." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46903", + "accept": false, + "reason": "PPFormulaNet is a separate model and implementation; this is not the same concrete bug/change as the CohereASR fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": true, + "reason": "Both touch the Florence2 training-loss double-shift path, so they address the same underlying bug in the same model." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46903", + "accept": false, + "reason": "Different models and loss implementations; no shared concrete code-path bug to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46907-2", + "nodes": [ + "pull_request:46907", + "pull_request:46908" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46908" + ], + "prepared_review_unit_hash": "0ee4faccda813f7fe6cec612d05e150972cfe12710b67830e47c4b2b9d618541", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes EdgeTAM\u2019s forward pass by stripping an invalid processor kwarg, while the other changes DeepSeekV32 tests to provide an offload folder during loading.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46907 is the stronger standalone candidate because it fixes a concrete model forward-path bug in code, whereas PR 46908 is a test-only adjustment for loading setup and does not address the same kind of underlying issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Different models, different failure modes, and different fixes: EdgeTAM removes an unsupported kwarg in model forward, while DeepSeekV32 only changes test loading parameters. They do not look like the same underlying bug or mergeable code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/manifest.json b/snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0ae2a16102f1dc02691006e0390a060f607d721b --- /dev/null +++ b/snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260626t120015z", + "artifacts": { + "hybrid": "snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-26T12:13:39Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260626T120015Z", + "variant": "hybrid" +} diff --git a/snapshots/20260626T120015Z/manifest.json b/snapshots/20260626T120015Z/manifest.json index db9f0ecec712d44bc13727b7f22c83d58294c4ea..745d63a6176e07019499a9796dccf96380e73aac 100644 --- a/snapshots/20260626T120015Z/manifest.json +++ b/snapshots/20260626T120015Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1763 }, "extracted_at": "2026-06-26T12:00:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260626t120015z", + "runs": { + "hybrid-model-20260626t120015z": { + "analysis_id": "hybrid-model-20260626t120015z", + "artifacts": { + "hybrid": "snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260626T120015Z/analysis-runs/hybrid-model-20260626t120015z/manifest.json", + "model": null, + "published_at": "2026-06-26T12:13:39Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260626T120015Z", "watermark": {